{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ca35471-a1e4-4e97-9d30-89ab83291c76",
   "metadata": {},
   "source": [
    "Chapter 7\n",
    "# 移动窗口\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "961db279-345d-445b-903a-93e5c08b0549",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader \n",
    "import scipy.stats as stats\n",
    "import pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "693974cd-e1be-4f16-a447-f4f6fa6fbf47",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_price = pandas_datareader.data.DataReader(['sp500'], \n",
    "                                       data_source='fred', \n",
    "                                       start='08-01-2018', end='08-01-2021')\n",
    "df_price = df_price.dropna()\n",
    "df_price.to_csv('sp500.csv')\n",
    "df_price.to_pickle('sp500.pkl')\n",
    "#%% Rolling max, min\n",
    "\n",
    "df_max_100 = df_price.rolling(100).max()\n",
    "df_min_100 = df_price.rolling(100).min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9cb92edc-a1c5-4e68-8138-f4bc8fa5bc76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# sp500 price\n",
    "ax.plot(df_price['sp500'], label = 'Price')\n",
    "ax.plot(df_max_100, label = 'Max, 100')\n",
    "ax.plot(df_min_100, label = 'Min, 100')\n",
    "\n",
    "plt.ylabel('Price level')\n",
    "plt.legend(loc='upper left')\n",
    "plt.xticks(rotation = 45) \n",
    "# Rotates X-Axis Ticks by 45-degrees\n",
    "fig.tight_layout()\n",
    "\n",
    "#%% Rolling mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "336d56f2-3924-4ed4-8cb3-1e6c435fd222",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_mean_50 = df_price.rolling(50).mean()\n",
    "df_mean_100 = df_price.rolling(100).mean()\n",
    "df_mean_250 = df_price.rolling(250).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64cb6da7-85fc-4d5e-af2e-bffc6a80d280",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# sp500 price\n",
    "ax.plot(df_price['sp500'], label = 'Price')\n",
    "ax.plot(df_mean_50, label = 'Mean, 50')\n",
    "ax.plot(df_mean_100,label = 'Mean, 100')\n",
    "ax.plot(df_mean_250,label = 'Mean, 150')\n",
    "\n",
    "plt.ylabel('Price level')\n",
    "plt.legend(loc='upper left')\n",
    "plt.xticks(rotation = 45) \n",
    "# Rotates X-Axis Ticks by 45-degrees\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b8c8b6bf-941d-4982-b627-4bdf8f10eae1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% daily log return\n",
    "\n",
    "daily_log_r = df_price.apply(lambda x: np.log(x) - np.log(x.shift(1)))\n",
    "\n",
    "daily_log_r = daily_log_r.dropna()\n",
    "\n",
    "#%% Rolling mean, skew, kurtosis on returns \n",
    "\n",
    "daily_log_r_mean = daily_log_r.rolling(50).mean()\n",
    "daily_log_r_std = daily_log_r.rolling(50).std()\n",
    "daily_log_r_skew = daily_log_r.rolling(50).skew()\n",
    "daily_log_r_kurt = daily_log_r.rolling(50).kurt()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c1ac6890-90dc-4a2d-83fb-29a9ac51e59e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(5,1)\n",
    "\n",
    "# plot daily log returns\n",
    "axes[0].plot(daily_log_r[daily_log_r_mean.first_valid_index():daily_log_r_mean.index[-1]],\n",
    "             marker='.', markersize = 3, \n",
    "             color = 'b',linestyle='None',\n",
    "             label = 'Daily log r')\n",
    "axes[0].axhline(y = 0, color='r', linestyle='-')\n",
    "axes[0].set_ylabel ('Log return')\n",
    "axes[0].set_xticks([])\n",
    "\n",
    "# plot first moment, mean\n",
    "axes[1].plot(daily_log_r_mean,label = 'Mean', color = 'b')\n",
    "axes[1].axhline(y = 0, color='r', linestyle='-')\n",
    "axes[1].set_ylabel ('Mean')\n",
    "axes[1].set_xticks([])\n",
    "\n",
    "# plot second moment, std\n",
    "axes[2].plot(daily_log_r_std,label = 'Std', color = 'b')\n",
    "axes[2].axhline(y = 0, color='r', linestyle='-')\n",
    "axes[2].set_ylabel ('Volatility')\n",
    "axes[2].set_xticks([])\n",
    "\n",
    "# plot third moment, skew\n",
    "axes[3].plot(daily_log_r_skew,label = 'Skew', color = 'b')\n",
    "axes[3].axhline(y = 0, color='r', linestyle='-')\n",
    "axes[3].set_ylabel ('Skew')\n",
    "axes[3].set_xticks([])\n",
    "\n",
    "# plot fourth moment, kurtosis\n",
    "axes[4].plot(daily_log_r_kurt,label = 'Kurtosis', color = 'b')\n",
    "axes[4].set_ylabel ('Kurt')\n",
    "axes[4].axhline(y = 3, color='r', linestyle='-')\n",
    "\n",
    "plt.xticks(rotation = 45) \n",
    "# Rotates X-Axis Ticks by 45-degrees\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1c5d5efb-a51a-400f-818f-042606251f44",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Moving quantile\n",
    "\n",
    "alpha_95 = 0.95\n",
    "\n",
    "df_95_percent = daily_log_r.rolling(100).quantile(alpha_95)\n",
    "df_05_percent = daily_log_r.rolling(100).quantile(1 - alpha_95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ced7b9dd-5e0f-45e8-a866-6065a8403dac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2a3b1f24370>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(daily_log_r,marker='.', color = 'b',linestyle='None')\n",
    "ax.plot(df_95_percent,label = '95% percentile')\n",
    "ax.plot(df_05_percent,label = '5% percentile')\n",
    "\n",
    "plt.axhline(y=0, color='r', linestyle='-')\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Daily log return')\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "fig.tight_layout() \n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "#%% Moving average volatility\n",
    "\n",
    "MA_vol_50  = daily_log_r.rolling(50).std()\n",
    "MA_vol_100 = daily_log_r.rolling(100).std()\n",
    "MA_vol_250 = daily_log_r.rolling(250).std()\n",
    "\n",
    "# plot daily log returns\n",
    "fig, axes = plt.subplots(2,1)\n",
    "# sp500 daily log returns\n",
    "axes[0].plot((daily_log_r**2)[MA_vol_250.first_valid_index():MA_vol_250.index[-1]],\n",
    "             color = 'b')\n",
    "\n",
    "axes[0].set_xticks([])\n",
    "axes[0].axhline(y=0, color='r', linestyle='-')\n",
    "axes[0].set_ylabel('Daily log return squared')\n",
    "\n",
    "# Moving average volatility\n",
    "axes[1].plot(MA_vol_50[MA_vol_250.first_valid_index():MA_vol_250.index[-1]], label = 'Window = 50')\n",
    "axes[1].plot(MA_vol_100[MA_vol_250.first_valid_index():MA_vol_250.index[-1]],label = 'Window = 100')\n",
    "axes[1].plot(MA_vol_250[MA_vol_250.first_valid_index():MA_vol_250.index[-1]],label = 'Window = 250')\n",
    "axes[1].set_xlabel(\"Date\")\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "axes[1].set_ylabel(\"MA vol\")\n",
    "fig.tight_layout() \n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2db73e2f-5d65-40c6-a656-fda04447bada",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2a3b1f27940>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAHWCAYAAAARl3+JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADOpklEQVR4nOzdd3iUVfbA8e/U9N6BJIQaulKlJiAIVhBWXdsisLqr6Iqo7I91V0XXFV3FiqIuC+iqWFEsiAgJ0jtKkV4CpEJ6m/77452ZJBAgk8xkhnA+zzPPTN6ZvO9JxMmZc+89V2Wz2WwIIYQQQohLmtrbAQghhBBCiKaTpE4IIYQQogWQpE4IIYQQogWQpE4IIYQQogWQpE4IIYQQogWQpE4IIYQQogWQpE4IIYQQogWQpE4IIYQQogXQejsAT7NarWRnZxMSEoJKpfJ2OEIIIYS4jNhsNsrKymjVqhVqtWdraS0+qcvOziYxMdHbYQghhBDiMnbixAnatGnj0Wu0+KQuJCQEUH6ZoaGhXo5GCCGEEJeT0tJSEhMTnfmIJ7X4pM4x5BoaGipJnRBCCCG8ojmmgMlCCSGEEEKIFkCSOiGEEEKIFkCSOiGEEEKIFqDFz6lrKIvFgslk8nYYooXQ6/UeX7ouhBBC1ObVpK5t27YcP378nOMPPPAAc+fOpbq6mkcffZTFixdjMBgYPXo0b731FnFxcW6LwWazkZubS3FxsdvOKYRarSYlJQW9Xu/tUIQQQlwmvJrUbdmyBYvF4vx69+7djBo1iltuuQWARx55hO+++47PPvuMsLAwHnzwQcaPH8+6devcFoMjoYuNjSUwMFAaFIsmczS8zsnJISkpSf5NCSGEaBZeTepiYmLqfD179mzat29PWloaJSUlzJ8/n48++ogRI0YAsGDBArp06cLGjRu56qqrmnx9i8XiTOiioqKafD4hHGJiYsjOzsZsNqPT6bwdjhBCiMuAz0z6MRqN/O9//2Py5MmoVCq2bduGyWRi5MiRztekpqaSlJTEhg0bznseg8FAaWlpndv5OObQBQYGuu8HEQKcw661K9FCCCGEJ/lMUvfVV19RXFzMPffcAyjDonq9nvDw8Dqvi4uLIzc397znef755wkLC3PeGrJFmAyPCXeTf1NCCCGam88kdfPnz+faa6+lVatWTTrPzJkzKSkpcd5OnDjhpgiFEEIIIXyXTyR1x48f56effuKPf/yj81h8fDxGo/GcVal5eXnEx8ef91x+fn7OLcFka7AamZmZqFSqJq/yveeeexg3bpxbYhJCCCGE+/hEUrdgwQJiY2O5/vrrncf69OmDTqdj5cqVzmP79+8nKyuLgQMHeiNMnzBv3jxCQkIwm83OY+Xl5eh0OtLT0+u81pHIHT58mEGDBpGTk0NYWFgzR+xdjt/B2bezh/Dnzp1L27Zt8ff3Z8CAAWzevNlLEQshhBCN4/Wkzmq1smDBAiZOnIhWW7MYNywsjClTpjB9+nQyMjLYtm0bkyZNYuDAgW5Z+XqpGj58OOXl5WzdutV5bM2aNcTHx7Np0yaqq6udxzMyMkhKSqJ9+/bo9Xri4+Mv27le+/fvJycnx3mLjY11PvfJJ58wffp0nnrqKbZv306vXr0YPXo0+fn5XoxYXI6qjBZ2nijm15PFmCxWb4cjhLjEeD2p++mnn8jKymLy5MnnPPfKK69www03MGHCBIYNG0Z8fDxffvmlF6L0HZ07dyYhIYHMzEznsczMTMaOHUtKSgobN26sc3z48OHOx7WHXxcuXEh4eDjLly+nS5cuBAcHM2bMGHJycpzfb7FYmD59OuHh4URFRTFjxgxsNludeAwGA3/5y1+IjY3F39+fIUOGsGXLFufzffv25aWXXnJ+PW7cOHQ6HeXl5QCcPHkSlUrFoUOH3PY7qk9sbCzx8fHOW+3dHubMmcO9997LpEmT6Nq1K/PmzSMwMJD//ve/Ho1JiLNN/O9mxs1dx01vrmPWN3u8HY4Q4hLj9aTummuuwWaz0alTp3Oe8/f3Z+7cuRQWFlJRUcGXX355wfl0TWWz2ag0mr1yOztZupDhw4eTkZHh/DojI4P09HTS0tKcx6uqqti0aZMzqatPZWUlL730Eh988AE///wzWVlZPPbYY87nX375ZRYuXMh///tf1q5dS2FhIUuWLKlzjhkzZvDFF1+waNEitm/fTocOHRg9ejSFhYUApKWlORNQm83GmjVrCA8PZ+3atQCsXr2a1q1b06FDh3pjXLNmDcHBwRe8ffjhhxf9nV1xxRUkJCQwatSoOs2rjUYj27Ztq9M6R61WM3LkyAu2zhHC3f7vi1/ZfKzQ+fW3v+ZgsTb8fUEIIWTv11qqTBa6PrncK9fe+8xoAvUN+88xfPhwpk2bhtlspqqqih07dpCWlobJZGLevHkAbNiwAYPBcMGkzvH69u3bA/Dggw/yzDPPOJ9/9dVXmTlzJuPHjweU+XzLl9f8fioqKnj77bdZuHAh1157LQDvvfceK1asYP78+Tz++OOkp6czf/58LBYLu3fvRq/Xc9ttt5GZmcmYMWPIzMwkLS3tvDH27duXnTt3XvD3caFt4xISEpg3bx59+/bFYDDwn//8h/T0dDZt2kTv3r05ffo0FovlnHPExcWxb9++C15XCHc5UVjJ4i3KSv1rusax6WghxZUmvth+klv7XrwtkxBCgCR1l6T09HQqKirYsmULRUVFdOrUiZiYGNLS0pg0aRLV1dVkZmbSrl07kpKSznuewMBAZ0IHSgLkmEdWUlJCTk4OAwYMcD6v1Wrp27evs6p4+PBhTCYTgwcPdr5Gp9PRv39/fvvtNwCGDh1KWVkZO3bsYP369aSlpZGens7s2bMBpVL3+OOPnzfGgICA81bxGqJz58507tzZ+fWgQYM4fPgwr7zyCh988EGjzyuEO+zIKuI/a4/y3a/KtAe9Rs28u/ow7ZOdLP0lmxmf/8qI1Fiig/28HKkQ4lIgSV0tAToNe58Z7bVrN1SHDh1o06YNGRkZFBUVOStdrVq1IjExkfXr15ORkeHcXu18zt6+SqVSuTQM3BDh4eH06tWLzMxMNmzYwKhRoxg2bBi33XYbBw4c4ODBgxes1K1Zs8ZZBTyfd955hzvvvLPBMfXv3985/BsdHY1GoyEvL6/Oay7WOkeIptqbXcqEt9fjGGFtHxPE1OEdUKtVTOjThqW/ZAOwL6eMIR0lqRNCXJwkdbWoVKoGD4F62/Dhw8nMzKSoqKhOpWvYsGEsW7aMzZs3c//99zf6/GFhYSQkJLBp0yaGDRsGgNlsZtu2bfTu3RvAuap23bp1JCcnA8qQ7pYtW5g2bZrzXI65fps3b+a5554jMjKSLl268Nxzz5GQkFDvfEqHpg6/1mfnzp0kJCQAynZeffr0YeXKlc7+e1arlZUrV/Lggw+6dF4hXPHZthPOhO6L+wfRJznC+VxapxiuahfJxiOFHD1dzpCO0V6KUghxKbk0MhhxjuHDhzN16lRMJlOdSldaWhoPPvggRqPxgvPpGuLhhx9m9uzZdOzYkdTUVObMmVOneXFQUBD3338/jz/+OJGRkSQlJfHiiy9SWVnJlClTnK9LT0/njTfeICYmhtTUVOexN998k1tuueWCMTR1+PXVV18lJSWFbt26UV1dzX/+8x9WrVrFjz/+6HzN9OnTmThxIn379qV///68+uqrVFRUMGnSpEZfV4jzMZqtrNqXx9KdSiVu/sS+dRI6hx6tw9h4pJDZy/ax5VgRr/3+isu2JZEQomEkqbtEDR8+nKqqKlJTU+tUqtLS0igrK3O2PmmKRx99lJycHCZOnIharWby5MncfPPNlJSUOF8ze/ZsrFYrd999N2VlZfTt25fly5cTEVHzR2ro0KFYrdY6yWd6ejqvvfbaOQ2T3c1oNPLoo49y6tQpAgMD6dmzJz/99FOdhPe2226joKCAJ598ktzcXK644gp++OEHlyuAQlxMucHM6Fd+5lRxFQDRwXqGdYqp97XDOsWwYN0xKowWlv6SzfRRnWgbHdSc4QohLjEqm7snUfmY0tJSwsLCKCkpOWfLsOrqao4ePUpKSgr+/v5eilC0RPJvS5zNYrUx/u31/HKiGIBb+rThDwPb0qPN+Xd5Kak0cfPb6zhSUMGiyf1JO08CKITwXRfKQ9xNKnVCCOFh1SYL27OKnAld26hAXpjQE7X6wsOpYYE62scEc6SgguNnKgBJ6oQQ5ydJnRBCeNCnW0/w5Ne7qTYp234N7hDF/In9LprQOaTYh1y3HS/iDwPbeipMIUQL4PUdJYQQoqUymC089fUeZ0Lnp1XzxyHt8HehhdH1PZS5sd/+mkOFweyROIUQLYNU6oQQwkO2HC2iymQh2E/L1r+PRKtWodW49lm6V2I4kUF6CiuMHDtTQbdW55+DJ4S4vEmlTgghPMBms3HX/E0A9EoMw1+ncTmhc2gbFQjAsdOVbotPCNHySFInhBAeUFRpcj5u6qrVtlHKvLpD+eXsOlmC1dqimxYIIRpJkjohhPCAE4VKVS3YT8t9w9pf5NUX1iEuGIBXfjrAjW+uZcmOU02OTwjR8khSJ4QQHpBlT+pS40OafK4rE+vuOHEwv7zJ5xRCtDyS1F0mMjMzUalUdbb5aox77rnHuUeqEOL8ThQpSV1SZGCTz9UrMYywAJ3za2vL7hkvhGgkSeouMfPmzSMkJASzuaa1QXl5OTqd7pwttxyJ3OHDhxk0aBA5OTmEhV1eK+dycnK444476NSpE2q1mmnTptX7us8++4zU1FT8/f3p0aMH33//fZ3nbTYbTz75JAkJCQQEBDBy5EgOHjzYDD+BuFQ5hl/buCGpC9RrWfbwUG7rmwgozYyFEOJsktRdYoYPH055eTlbt251HluzZg3x8fFs2rSJ6upq5/GMjAySkpJo3749er2e+Pj4y25DcIPBQExMDH//+9/p1atXva9Zv349t99+O1OmTGHHjh2MGzeOcePGsXv3budrXnzxRV5//XXmzZvHpk2bCAoKYvTo0XV+30LUdqJQ2d/VHZU6gFbhASRHK+eqMkpSJ4Q4lyR1l5jOnTuTkJBAZmam81hmZiZjx44lJSWFjRs31jnu2Lj+7OHXhQsXEh4ezvLly+nSpQvBwcGMGTOGnJwc5/dbLBamT59OeHg4UVFRzJgxg7O3CjYYDPzlL38hNjYWf39/hgwZwpYtW5zP9+3bl5deesn59bhx49DpdJSXK3OCTp48iUql4tChQ277HdXWtm1bXnvtNf7whz+ct0r52muvMWbMGB5//HG6dOnCs88+S+/evXnzzTcBpUr36quv8ve//52xY8fSs2dP3n//fbKzs/nqq688Ere49Dnm1CVGBLjtnAH2psXVZqvbzimEaDkkqbsEDR8+nIyMDOfXGRkZpKenk5aW5jxeVVXFpk2bnEldfSorK3nppZf44IMP+Pnnn8nKyuKxxx5zPv/yyy+zcOFC/vvf/7J27VoKCwtZsmRJnXPMmDGDL774gkWLFrF9+3Y6dOjA6NGjKSwsBCAtLc2ZgNpsNtasWUN4eDhr164FYPXq1bRu3ZoOHTrUG+OaNWsIDg6+4O3DDz90/ZdYy4YNGxg5cmSdY6NHj2bDhg0AHD16lNzc3DqvCQsLY8CAAc7XCFGb2WLlVLG9Uhflnkod4NyJQip1Qoj6yI4StdlsYPJSc09dIDRwaHT48OFMmzYNs9lMVVUVO3bsIC0tDZPJxLx58wAlUTEYDBdM6hyvb99eabfw4IMP8swzzziff/XVV5k5cybjx48HlPl8y5cvdz5fUVHB22+/zcKFC7n22msBeO+991ixYgXz58/n8ccfJz09nfnz52OxWNi9ezd6vZ7bbruNzMxMxowZQ2ZmJmlpaeeNsW/fvuzcufOCv4+4uLgL/8IuIjc395xzxMXFkZub63y+vuvUfo0QteWUVGOx2tBr1MSF+LvtvI5KncEsSZ0Q4lyS1NVmqoR/tfLOtf+WDfqgBr00PT2diooKtmzZQlFREZ06dSImJoa0tDQmTZpEdXU1mZmZtGvXjqSkpPOeJzAw0JnQASQkJJCfnw9ASUkJOTk5DBgwwPm8Vqulb9++ziHYw4cPYzKZGDx4sPM1Op2O/v3789tvvwEwdOhQysrK2LFjB+vXryctLY309HRmz54NKJW6xx9//LwxBgQEnLeKJ4Svci6SiAhArXbfPFZ/nTK4IpU6IUR9ZPj1EtShQwfatGlDRkYGGRkZzkpXq1atSExMZP369WRkZDBixIgLnken09X5WqVSnTNnrqnCw8Pp1asXmZmZrF69mvT0dIYNG8aOHTs4cOAABw8evGClrjmGX+Pj48nLy6tzLC8vj/j4eOfzjmPne40QtT3++a8AJLppkYSDv3NOnSR1QohzSaWuNl2gUjHz1rVdMHz4cDIzMykqKqpT6Ro2bBjLli1j8+bN3H///Y0OJywsjISEBDZt2sSwYcMAMJvNbNu2jd69ewM4V9WuW7eO5ORkQBnS3bJlS53WIY65fps3b+a5554jMjKSLl268Nxzz5GQkECnTp3OG0dzDL8OHDiQlStX1ol5xYoVDBw4EICUlBTi4+NZuXIlV1xxBQClpaVs2rSpSb9j0TLllFQ559Nd18O9Sb/MqRNCXIgkdbWpVA0eAvW24cOHM3XqVEwmU51KV1paGg8++CBGo/GC8+ka4uGHH2b27Nl07NiR1NRU5syZU6d5cVBQEPfffz+PP/44kZGRJCUl8eKLL1JZWcmUKVOcr0tPT+eNN94gJiaG1NRU57E333yTW2655YIxuGP41ZEUlpeXU1BQwM6dO9Hr9XTt2tX5c6alpfHyyy9z/fXXs3jxYrZu3cq7774LKBXMadOm8c9//pOOHTuSkpLCP/7xD1q1aiWNmMU51h48DcCVSeHc1u/80x8aw1mpM8nqVyHEuSSpu0QNHz6cqqoqUlNT61Sq0tLSKCsrc7Y+aYpHH32UnJwcJk6ciFqtZvLkydx8882UlJQ4XzN79mysVit33303ZWVl9O3bl+XLlxMRUbOt0dChQ7FarXWSz/T0dF577bVzGiZ7wpVXXul8vG3bNj766COSk5M5duwYAIMGDeKjjz7i73//O3/729/o2LEjX331Fd27d3d+34wZM6ioqOC+++6juLiYIUOG8MMPP+Dv775J8KJlOFSgtOvp1Sbc7ed2tjSR5sNCiHqobO6eROVjSktLCQsLo6SkhNDQ0DrPVVdXc/ToUVJSUuSPs3Ar+bd1+brv/a38uDePp2/syj2DU9x67uNnKkj7dyaBeg17nxnj1nMLITzjQnmIu8lCCSGEcJND+eX8uFdZUNM22v1TOSKD9ABUGi1UGMwXebUQ4nIjSZ0QQrjJM9/uBZTWI1cmRlzk1a4L8dcR4qfMmskpkS3qhBB1SVInhBBusP7waX4+UIBWreLbh4YSFqi7+Dc1QkK4MpyfU1LlkfMLIS5dktQJIYQbvL7yIAB3DEiiQ2ywx66TEKbsJZtTLJU6IURdktQJIUQTlVab2HKsCIB7h7bz6LXiQ5VKXW6pJHVCiLokqRNCiCbafrwIi9VGSnSQ23eROFtUsLJYorDC6NHrCCEuPZLUCSFEExVVKglW6/AAj18rOtgPgNPlBo9fSwhxaZGkTgghmqjcoDQDDvLTePxajkqdJHVCiLNJUieEEE3k6BkX5Of5TXoclboz5TL8KoSoS5K6y0RmZiYqlarO3q2Ncc8998h+p0KcxZHUBTdDUueo1J2ROXVCiLNIUneJmTdvHiEhIZjNNd3ky8vL0el05+yj6kjkDh8+zKBBg8jJySEsLKyZI/auL7/8klGjRhETE0NoaCgDBw5k+fLldV7z9NNPo1Kp6txSU1PrvKa6upqpU6cSFRVFcHAwEyZMIC8vrzl/FOHDypuxUufY/9Ug+78KIc4iSd0lZvjw4ZSXl7N161bnsTVr1hAfH8+mTZuorq5pc5CRkUFSUhLt27dHr9cTHx+PSqXyRthe8/PPPzNq1Ci+//57tm3bxvDhw7nxxhvZsWNHndd169aNnJwc523t2rV1nn/kkUf45ptv+Oyzz1i9ejXZ2dmMHz++OX8U4cOas1Kn1Shv2yZri962WwjRCJLUXWI6d+5MQkICmZmZzmOZmZmMHTuWlJQUNm7cWOf48OHDnY9rD78uXLiQ8PBwli9fTpcuXQgODmbMmDHk5OQ4v99isTB9+nTCw8OJiopixowZ2Gx1/5AYDAb+8pe/EBsbi7+/P0OGDGHLli3O5/v27ctLL73k/HrcuHHodDrKy8sBOHnyJCqVikOHDrntd1Tbq6++yowZM+jXrx8dO3bkX//6Fx07duSbb76p8zqtVkt8fLzzFh0d7XyupKSE+fPnM2fOHEaMGEGfPn1YsGAB69evr/P7FpevCsdCCb3nF0ro1MoHM5PF6vFrCSEuLZLUXYKGDx9ORkaG8+uMjAzS09NJS0tzHq+qqmLTpk3OpK4+lZWVvPTSS3zwwQf8/PPPZGVl8dhjjzmff/nll1m4cCH//e9/Wbt2LYWFhSxZsqTOOWbMmMEXX3zBokWL2L59Ox06dGD06NEUFhYCkJaW5kxAbTYba9asITw83FkJW716Na1bt6ZDhw71xrhmzRqCg4MvePvwww8b/LuzWq2UlZURGRlZ5/jBgwdp1aoV7dq148477yQrK8v53LZt2zCZTIwcOdJ5LDU1laSkJDZs2NDga4uWqzmHXx2VOpsNLFKtE0LU4vl3oEuIzWajyuyd/RQDtAENHhodPnw406ZNw2w2U1VVxY4dO0hLS8NkMjFv3jwANmzYgMFguGBS53h9+/btAXjwwQd55plnnM+/+uqrzJw50znMOG/evDrz0SoqKnj77bdZuHAh1157LQDvvfceK1asYP78+Tz++OOkp6czf/58LBYLu3fvRq/Xc9ttt5GZmcmYMWPIzMwkLS3tvDH27duXnTt3XvD3ERcXd+FfWC0vvfQS5eXl3Hrrrc5jAwYMYOHChXTu3JmcnBxmzZrF0KFD2b17NyEhIeTm5qLX6wkPDz/nurm5uQ2+tmiZjGYrm48qH2KaZ/i15n3CZLGiUXu+OiiEuDRIUldLlbmKAR8N8Mq1N92xiUBdwzrRp6enU1FRwZYtWygqKqJTp07ExMSQlpbGpEmTqK6uJjMzk3bt2pGUlHTe8wQGBjoTOoCEhATy8/MBZcgxJyeHAQNqfh9arZa+ffs6h2APHz6MyWRi8ODBztfodDr69+/Pb7/9BsDQoUMpKytjx44drF+/nrS0NNLT05k9ezagVOoef/zx88YYEBBw3iqeqz766CNmzZrF119/TWxsrPO4IyEF6NmzJwMGDCA5OZlPP/2UKVOmuOXaouXaeqyQKvuihZSYII9fT6+pGWAxS6VOCFGL14dfT506xV133UVUVBQBAQH06NGjziIAm83Gk08+SUJCAgEBAYwcOZKDBw96MWLv69ChA23atCEjI4OMjAxnpatVq1YkJiayfv16MjIyGDFixAXPo9Pp6nytUqnOmTPXVOHh4fTq1YvMzExWr15Neno6w4YNY8eOHRw4cICDBw9esFLnruHXxYsX88c//pFPP/20zjDq+WLu1KmTc55ffHw8RqPxnHYweXl5xMfHX/yXIFq0CqOS0LWPCSI1PtTj19Oqayp1ZplXJ4SoxauVuqKiIgYPHszw4cNZtmwZMTExHDx4kIiICOdrXnzxRV5//XUWLVpESkoK//jHPxg9ejR79+7F39/frfEEaAPYdMcmt57TlWu7Yvjw4WRmZlJUVFSn0jVs2DCWLVvG5s2buf/++xsdT1hYGAkJCWzatIlhw4YBYDab2bZtG7179wZwrqpdt24dycnJgDKku2XLFqZNm+Y8l2Ou3+bNm3nuueeIjIykS5cuPPfccyQkJNCpU6fzxuGO4dePP/6YyZMns3jxYq6//vqL/uzl5eUcPnyYu+++G4A+ffqg0+lYuXIlEyZMAGD//v1kZWUxcODAi55PtGyOBQtRQX7Ncj2Nuvbwq1TqhBA1vJrUvfDCCyQmJrJgwQLnsZSUFOdjm83Gq6++yt///nfGjh0LwPvvv09cXBxfffUVv//9790aj0qlavAQqLcNHz6cqVOnYjKZ6lS60tLSePDBBzEajRecT9cQDz/8MLNnz6Zjx46kpqYyZ86cOtWqoKAg7r//fh5//HEiIyNJSkrixRdfpLKyss6wZXp6Om+88QYxMTHO/m/p6em8+eab3HLLLReMoanDrx999BETJ07ktddeY8CAAc45cAEBAc6efY899hg33ngjycnJZGdn89RTT6HRaLj99tsBJcGdMmUK06dPJzIyktDQUB566CEGDhzIVVdd1ejYRMvgSOp02uZpF6RSqdBpVJgsNsxWqdQJIWp4dfh16dKl9O3bl1tuuYXY2FiuvPJK3nvvPefzR48eJTc3t85wWVhYGAMGDDjvqkODwUBpaWmdW0s0fPhwqqqq6NChQ51KVVpaGmVlZc7WJ03x6KOPcvfddzNx4kQGDhxISEgIN998c53XzJ49mwkTJnD33XfTu3dvDh06xPLly+tUW4cOHYrVaq2TfKanp2OxWM5pmOxu7777LmazmalTp5KQkOC8Pfzww87XnDx5kttvv53OnTtz6623EhUVxcaNG4mJiXG+5pVXXuGGG25gwoQJDBs2jPj4eL788kuPxi4uDY5qmVbdfG+njmuZzFKpE0LUUNncPYnKBY7h0+nTp3PLLbewZcsWHn74YebNm8fEiRNZv349gwcPJjs7u06Ccuutt6JSqfjkk0/OOefTTz/NrFmzzjleUlJCaGjd+S7V1dUcPXqUlJQUtw/lisub/Nu6fHy8OYuZX+5iZJc4/jOxb7Ncs8fTyymrNrPy0TTaxwQ3yzWFEI1TWlpKWFhYvXmIu3m1Ume1Wunduzf/+te/uPLKK7nvvvu49957nW05GmPmzJmUlJQ4bydOnHBjxEIIUZdj+FXfTMOvADr7ClizzKkTQtTi1aQuISGBrl271jnWpUsXZ+NXx8rCs/fYvNCqQz8/P0JDQ+vchBDCUxzDrzpN872d6jSyq4QQ4lxeTeoGDx7M/v376xw7cOCAcyVlSkoK8fHxrFy50vl8aWkpmzZtklWHQgif4EisvDGnTvrUCSFq8+rq10ceeYRBgwbxr3/9i1tvvZXNmzfz7rvv8u677wLKKq9p06bxz3/+k44dOzpbmrRq1Ypx48Z5M3QhhADAZPbG8KtyLelTJ4SozatJXb9+/ViyZAkzZ87kmWeeISUlhVdffZU777zT+ZoZM2ZQUVHBfffdR3FxMUOGDOGHH36QyedCCJ/gbGnSjMOvjv1fjZLUCSFq8fo2YTfccAM33HDDeZ9XqVQ888wzdfYkdTcvLgAWLZT8m7p8mKzNP6fOsauELJQQQtTm9W3CvMmxTVZlZaWXIxEtjdFoBECjkc3WWzrH8KtW44XVr9J8WAhRi9crdd6k0WgIDw93bmIfGBiIStV8b8yiZbJarRQUFBAYGIhWe1n/L3ZZcLY0adbhV8fqV6nUCSFqXPZ/cRytURyJnRDuoFarSUpKkg8JlwGjV1qaSJ86IcS5LvukTqVSkZCQQGxsLCaTydvhiBZCr9ejbsYWF8J7vLFQwrn6VYZfhRC1XPZJnYNGo5H5T0IIl5mdSV3zVWWde79KpU4IUYuUEoQQoglkRwkhhK+QpE4IIZrA6JXhV0elTpI6IUQNSeqEEKIJTF4Yfg0P1ANwptzYbNcUQvg+SeqEEKIJzF4Yfk0IU3bUyS2pbrZrCiF8nyR1QgjRSL+eLOZIQTnQvEldfKg9qSuVpE4IUUNWvwohRCMcP1PBzW+tx2K1odeq6RQX3GzXjpdKnRCiHpLUCSFEI/x6sgSL1UZKdBCLJvUnKSqw2a7tTOqkUieEqEWGX4UQohGOFFQA0Dc5olkTOqhJ6kqqTFQZLc16bSGE75KkTgghXGQwW1i4/igA7WKab9jVIcRPS5BeaZYu1TohhIMkdUII4aK92aUUVSrbCg7tGN3s11epVMTZq3U5JVXNfn0hhG+SpE4IIVxUUGYAoFurULq3DvNKDNLWRAhxNknqhBDCRaftTX8diZU3xIcGADL8KoSoIUmdEEK46HS5UqmLDvbzWgzxYcq1pVInhHCQpE4IIVzkG0mdvVInSZ0Qwk6SOiGEcJFjz9WoYL3XYkiQXSWEEGdpUvPh3bt3s3r1aiwWC4MHD6ZPnz7uiksIIXxWmcEMQKi/zmsxxDtXv0pSJ4RQNLpSN3fuXK6++mpWr15NRkYGI0aM4LnnnnNnbEII4ZMq7UldkJ/GazE4krrT5QZMFqvX4hBC+I4GV+pOnDhBYmKi8+s333yTPXv2EB2t9GjasGEDN910E0888YT7oxRCCB9SYd/FIVDvvZ0WIwP16DVqjBYr+WUGWocHeC0WIYRvaHClbuTIkbz22mvYbDYAoqKi+OGHHzAYDJSVlfHTTz8RExPjsUCFEMJXVBq9X6lTq1XEhsoKWCFEjQYndVu2bGH//v0MGDCAnTt38u677/LKK68QEBBAeHg4n3zyCYsWLfJkrEII4RMqDN6v1AHEh0oDYiFEjQa/I4WGhvLWW2+xfv167rnnHkaMGMGaNWuwWCxYLBbCw8M9GKYQQvgOZ6XOy0ldoJ9y/WqTxatxCCF8g8sLJQYNGsTWrVuJiIjgyiuv5Oeff5aETghx2bBabVQ65tR5cfgVQKNS7q32aTFCiMtbgz9mms1m3n33XX777Td69erF3/72N2677Tb+/Oc/s3DhQt58803i4uI8GasQQnhdVa2qmLcrdWqVktVJUieEABcqdVOmTOHNN98kKCiIBQsW8Mgjj9CpUydWrVrFmDFjGDhwIG+//bYnYxVCCK+rsA+9qlTgr/Nu/3a1WknqpKOJEAJcSOq+/vprvvjiC2bPns2KFSv47rvvnM9NmTKFjRs3smbNGo8EKYQQvqLSvkgiSK9FZa+UeYtahl+FELU0OKmLi4vjxx9/xGg0smrVKqKiouo8Hxsby0cffeT2AIUQwpc45tP567w7nw5Ao5bhVyFEjQZPCHnzzTe58847mT59OgkJCXz66aeejEsIIXxStdmR1Hl/62zHnDqLVZI6IYQLSd2oUaPIy8vj9OnT0mRYCHHZcrQP8YVKXc1CCS8HIoTwCS591FSpVJLQCSEuawaTsirBFyp1zuFXyeqEEDSiT50QQlzOnJU6re9U6iwyp04IgSR1Qgjhkpo5db6Q1Cn3slBCCAGS1AkhhEuqZfhVCOGjvNsOXQghLjGO4Vc/X6jUqd28UMJYCQW/Qd4eKDkFRUeV+6v/AUlXuekiQghPcWtS9/777zN48GDat2/vztMKIYTPcFbqfGJOnXLfqJYmlYXw2zdKApe1AYzlUHgUqOdcK5+FSd+de1wI4VPcmtTdc8896HQ67rvvPt544w13nloIIXxCTUsTHxh+vdjerzabkrQdXw+7v4BWVygVt1PbYesCMJad+z1BMRDXDSJSwFgBuz6F42uhYD9EdQS1939uIUT93JrUWa1Wjh49yrJly9x5WiGE8Bk+tVDiYjtKfHq3Uo1zOLERNs2r+TokATqMhNZ9IKo9xKRCcGzdc5SeguPrYG5/iO8J92WC2vs/uxDiXG6fU5eSksIDDzzg7tMKIYRP8KU+dTU7StTzpMVUk9BFpEBkO1CpwVQJugBolw79/wRa/YUvMuDPkLURbBbI/RWKjikJoBDC57j8rpSWlsb7779PVVVVky/+9NNPo1Kp6txSU1Odz1dXVzN16lSioqIIDg5mwoQJ5OXlNfm6QgjRWL7Up+6Ce7+W298r1Tp4aDvc/SXc9TlM+h7u+gIGPXTxhA6g603wt1MQ30P5+sQmN0UvhHA3l5O6K6+8kscee4z4+HjuvfdeNm7c2KQAunXrRk5OjvO2du1a53OPPPII33zzDZ999hmrV68mOzub8ePHN+l6QgjRFL60TZjK0aeuvoUSZbnKfUh80+fB6QIgrrvy+Kv7wVpfaVAI4W0u/5/+6quvkp2dzYIFC8jPz2fYsGF07dqVl156qVFVNK1WS3x8vPMWHR0NQElJCfPnz2fOnDmMGDGCPn36sGDBAtavX9/kRFIIIRrLp/rUnW9HCYtJmQcHSlLnDn0n1zw+c8g95xRCuFWj3pW0Wi3jx4/n66+/5uTJk9xxxx384x//IDExkXHjxrFq1aoGn+vgwYO0atWKdu3aceedd5KVlQXAtm3bMJlMjBw50vna1NRUkpKS2LBhQ2PCFkKIJnMslPCFPnXnNB+2WuHb6fDPOFjxpHIsOM49F0vsD4kDlMfZO9xzTiGEWzVpocTmzZtZsGABixcvJjY2lnvuuYdTp05xww038MADD/DSSy9d8PsHDBjAwoUL6dy5Mzk5OcyaNYuhQ4eye/ducnNz0ev1hIeH1/meuLg4cnNzz3tOg8GAwWBwfl1aWtqUH1EIIerw+vBrdQkc+BEqT5N2bDdD9FtJ+s0MJ7VQclLpNweg9YegWOj1e/ddu00/ZU7dni+h123uO68Qwi1cTury8/P54IMPWLBgAQcPHuTGG2/k448/ZvTo0ajsQwH33HMPY8aMuWhSd+211zof9+zZkwEDBpCcnMynn35KQECAq6EB8PzzzzNr1qxGfa8QQlxMTfNhLwy/7vwYfvirktgBfUEZb6m23xwGPgjX/LNm0p279JkEG+bCgR/g4AroOMq95xdCNInLSV2bNm1o3749kydP5p577iEmJuac1/Ts2ZN+/fq5HEx4eDidOnXi0KFDjBo1CqPRSHFxcZ1qXV5eHvHx558jMnPmTKZPn+78urS0lMTERJdjEUKI+nilUlewH9a9Bjs/VL4OjofkgewsDmDJMR1tO3Zn0rDOoA+GuK7KwgZPiO4AV90PG9+Cbx6GBzaAf5hnriWEcJnLSd3KlSsZOnToBV8TGhpKRkaGy8GUl5dz+PBh7r77bvr06YNOp2PlypVMmDABgP3795OVlcXAgQPPew4/Pz/8/PxcvrYQQjSEwexYKOHhpK6qGHZ9BhWnYe0rYLFPKxnwZ6UKp9GxLuMQiw7v59bgNtCul2fjcRjxD9i/TNkXdttCGPxw81xXCHFRLid1Tz31FF9++eU5c91KS0tdXiTx2GOPceONN5KcnEx2djZPPfUUGo2G22+/nbCwMKZMmcL06dOJjIwkNDSUhx56iIEDB3LVVbKxtBDCOzy6Tdjm92DnR2CuhtMHwGquea5NP2X484o7nMOqjoUS9TYf9hR9IAycCt8/Bhvegt4TISC8GQMQQpyPy0nd6tWrMRqN5xyvrq5mzZo1Lp3r5MmT3H777Zw5c4aYmBiGDBnCxo0bnUO6r7zyCmq1mgkTJmAwGBg9ejRvvfWWqyELIYTbeGz4dedHSqJUW2A0tB0MCb1g0MOgqfuW7WhpYjvfNmGeknq9Emt5Lvy2FHr/oXmvL4SoV4OTul9//RVQ3jz27t1bZwWqxWLhhx9+oHXr1i5dfPHixRd83t/fn7lz5zJ37lyXziuEEJ7iHH51x44SWZtg37eQtwcOr1SORXeCMbMhoq2yvdcFGgc71kGc06fO00JbQcfRcHA5VBU177WFEOfV4KTuiiuucG7lNWLEiHOeDwgI4I033nBrcEII4UtsNpv7hl8P/QT/m1D3WGw3+PMaUDcsYawZfm3mpA4gPEm5N5Q1/7WFEPVqcFJ39OhRbDYb7dq1Y/PmzXVWver1emJjY9FovN+MUwghPMVkseHIn5rUfLjiNPxkb73kHwbD/65U5pIHNTihg5qkrrkLdQD4hSj3ktQJ4TManNQlJycDYJU9/4QQlynHbhLQhErdjv/B0ofAZgWNHzy0A4KiGnUqR29Qr1TqnEldefNfWwhRrwYldUuXLuXaa69Fp9OxdOnSC772pptucktgQgjhaxxDryoV6DWNSOr2LIGvpyqPY7tC+sxGJ3Rwgb1fm4MzqZNde4TwFQ1K6saNG0dubi6xsbGMGzfuvK9TqVRYLJbzPi+EEJcyg6lmkYTK1d0aKs7AkvuVx9Gd4M9rXRpqrY999LX5V7+CDL8K4YMalNTVHnKV4VchxOWqUYskfv0Mfv43VBWCuQoi28GfGr4Y4kLU3lwo4UjqjDL8KoSvcLlPnRBCXK6c+742dJFEVTF8/QBYavX2HPQQ6PzdEk/N8KtbTucaqdQJ4XMalNS9/vrrDT7hX/7yl0YHI4QQvsyxUKLBSd0ndykJXVAM3PGJsjdrdCe3xeNoYeeV4VfHnq+VZ5r/2kKIejUoqXvllVcadDKVSiVJnRCixXIMv/ppGzD8WlUMx+y77Fx5N7Tu4/Z41N5c/RqRotxXFCg/q2wVJoTXNSipO3r0qKfjEEIIn+fS8GvOzprHw//mkXgcfeqsXqnUhUJIApTlwJlD0KZv88cghKjDAztSCyFEy+TSQolT25X7bjeDRueReByVOq+tX3MMJZ/c4qUAhBC1NahSN336dJ599lmCgoKYPn36BV87Z84ctwQmhBC+piapa0ClLnuHct+qt8fiUXuzTx1A5+vg6GrY+RFcdb93YhBCODUoqduxYwcmk8n5WAghLkfV5po+dRflTOqu9Fg8Xh1+BehxC/z4d8j9FXJ3QXwP78QhhAAamNRlZGTU+1gIIS4nhoYOv5YXQMkJQAUJvTwWj6P5sNUbCyVA2Q2j87Xw21LY8SFcO9s7cQghgEbMqZs8eTJlZef2JaqoqGDy5MluCUoIIXxRg4dfd3yg3Ed3VBYUeIiz+bC3KnWgVOsAjv7svRiEEEAjkrpFixZRVVV1zvGqqiref/99twQlhBC+qEGrX0tzYPWLyuOkgR6Nx+sLJQCC45R7U6UXgxBCgAs7SpSWlmKz2bDZbJSVleHvX9MR3WKx8P333xMbG+uRIIUQwhc4+9RdaPh171fKdmDRneGaf3o0HseOEl6bUweg1Sv3tXfNEEJ4RYOTuvDwcFQqFSqVik6dzu2IrlKpmDVrlluDE0IIX+LcUeJCCyXydiv33cZ5dOgVanaU8ErzYQet/QO+udp7MQghABeSuoyMDGw2GyNGjOCLL74gMjLS+Zxeryc5OZlWrVp5JEghhPAFBvvw63krdYYy+O1b5XFsV4/Ho/F2SxMArZ9ybzZ4LwYhBOBCUpeWlgYou0skJiaiVkvfYiHE5cVREdPV9/5ntcAXf4TqYmWP16SrPB6PY25ftdHi8Wudl1TqhPAZDU7qHJKTkwGorKwkKysLo7HuPIqePXu6JzIhhPAxZntS5+gPV8fqF+DAD0qSc+fnEBLv8XiC/JS38ApfSOqsZiWxVTegh58QwiNcTuoKCgqYNGkSy5Ytq/d5i8WLby5CCOFBjkqdVnNWUmeqgg1vKY9vfA2SPbvq1SHYkdQZzNhsNlSqepJNT9Poax6bDaAPbP4YhBBAI1qaTJs2jeLiYjZt2kRAQAA//PADixYtomPHjixdutQTMQohhE8w23uHnFOpO74ejGUQ2hp63Nps8QT6aexx2TCYvdTXRFvTCUGGYIXwLpcrdatWreLrr7+mb9++qNVqkpOTGTVqFKGhoTz//PNcf/31nohTCCG8zlmpOzupK81W7mO71ixJbQZB+pq38AqDuWF70rqbRgsqDdgsslhCCC9z+d2noqLC2Y8uIiKCgoICAHr06MH27dvdG50QQviQmjl1Z711Vp5W7oOimzUejVpFgD2RqzD4wLw6qdQJ4VUuJ3WdO3dm//79APTq1Yt33nmHU6dOMW/ePBISEtweoBBC+IrzVuoq7EldYFQzR1R7sYS52a/tJG1NhPAJLg+/Pvzww+Tk5ADw1FNPMWbMGD788EP0ej0LFy50d3xCCOEzzJbzrH6tLFTum7lSBxDkp+F0uTL86jWOSp1FkjohvMnlpO6uu+5yPu7Tpw/Hjx9n3759JCUlER3d/G9oQgjRXM5bqSs8otwHeiGps8+rK/dqUmdfASuVOiG8yuWk7myBgYH07t3bHbEIIYRPM9W3+rXgAJzYqDwObv79r2vamsicOiEudw1K6qZPn97gE86ZM6fRwQghhC+rt0/dmUM1j9sObeaIlOFXkDl1QogGJnU7duxo0Mm80vhSCCGaSc2culprzMxVyn3boV5pvBtYqwGx1zgqdaYq78UghGhYUpeRkeHpOIQQwufVO6fOZB9yrN2EtxkF630gqdPZk1lJ6oTwqiZ1yTx58iQnT550VyxCCOHT6t1RwlGp03knqXO0NCn35pw6Z1JX6b0YhBCuJ3VWq5VnnnmGsLAwkpOTSU5OJjw8nGeffRar1Uvb1AghRDO4cKUuwAsRQbB9Tl2lN+fU6ew/u1TqhPAql1e/PvHEE8yfP5/Zs2czePBgANauXcvTTz9NdXU1zz33nNuDFEIIX1Czo0TtpM67lbpAPx9oaeKYS2iq8F4MQgjXk7pFixbxn//8h5tuusl5rGfPnrRu3ZoHHnhAkjohRItVU6mrZ6GElyp1Qb6wUELm1AnhE1wefi0sLCQ1NfWc46mpqRQWFrolKCGE8EX1V+rsw69eqtQ5hl+92qdOhl+F8AkuJ3W9evXizTffPOf4m2++Sa9evdwSlBBC+KJ6+9Q5F0o0fzsTqNlRYvOxQu54b6N3Kna6IOXeKMOvQniTy8OvL774Itdffz0//fQTAwcOBGDDhg2cOHGC77//3u0BCiGErzBblMVgvtTSpENsMCoVGM1W1h8+w+ZjhQzv3Mw7W0ilTgif4HKlLi0tjf3793PzzTdTXFxMcXEx48ePZ//+/Qwd2vzd1IUQorlccE6dzjtz6trFBLNmxnB6tA4DoLTK1PxBOJM6aWkihDc1au/X1q1by4IIIcRlxzmnTuM7lTqANhGBJIT5s+tUCWXVXhh+1duHXyWpE8KrXK7UdejQgaeffpqDBw96Ih4hhPBZ9fap83KlziE0QAfgnaROhl+F8AkuJ3VTp07lu+++o3PnzvTr14/XXnuN3NxcT8QmhBA+w2aznbv6dct/4Ph65XFApJciU4T4KwMvZdVeGH7VSlInhC9wOal75JFH2LJlC/v27eO6665j7ty5JCYmcs011/D+++83OpDZs2ejUqmYNm2a81h1dTVTp04lKiqK4OBgJkyYQF5eXqOvIYQQjWXP5wB7pS7/N/juUbAYIfUGaD/ce8EBIf5erNSplbYqWL3YVkUI0fi9Xzt16sSsWbM4cOAAa9asoaCggEmTJjXqXFu2bOGdd96hZ8+edY4/8sgjfPPNN3z22WesXr2a7Oxsxo8f39iQhRCi0cy1tkHUqFVwcqvyRdJAuO1/NYmNl4TaK3Wl3qjUaZSEEqsXGyALIRqf1AFs3ryZadOmcfPNN3PgwAFuueUWl89RXl7OnXfeyXvvvUdERITzeElJCfPnz2fOnDmMGDGCPn36sGDBAtavX8/GjRubErYQQrjMbKkp1WnValj3mvJFwhWgUtX/Tc2oZvjVG5U6+5o7SeqE8CqXk7oDBw7w1FNP0alTJwYPHsxvv/3GCy+8QF5eHosXL3Y5gKlTp3L99dczcuTIOse3bduGyWSqczw1NZWkpCQ2bNjg8nWEEKIpzLXGXzWFB+GMfbFYfA8vRVRXWIAegKJKY/NfXJI6IXyCyy1NUlNT6devH1OnTuX3v/89cXFxjb744sWL2b59O1u2bDnnudzcXPR6PeHh4XWOx8XFXXBhhsFgwGAwOL8uLS1tdHxCCOFgqZXUaYuO1DzR3TemhMSHKS1Vckuqm//iMqdOCJ/gclK3f/9+Onbs2OQLnzhxgocffpgVK1bg7+++/k7PP/88s2bNctv5hBACaubUqVSgLs9WDna+3uutTBxa2ZO6vNJqzBYrWk2TZte4Rip1QvgEl/+vd0dCB8rwan5+Pr1790ar1aLValm9ejWvv/46Wq2WuLg4jEYjxcXFdb4vLy+P+Pj485535syZlJSUOG8nTpxwS7xCiMtbnR51pfakLrSVFyOqKzrYD61ahdUG+WWGi3+DO0lSJ4RPaNSOEu5w9dVXs2vXrjrHJk2aRGpqKn/9619JTExEp9OxcuVKJkyYAChVwqysLOees/Xx8/PDz8/Po7ELIS4/joUSGh9N6tRqFXGh/pwqriKnpJpW4c1YQXQmdV5YeSuEcPJaUhcSEkL37t3rHAsKCiIqKsp5fMqUKUyfPp3IyEhCQ0N56KGHGDhwIFdddZU3QhZCXMbq7Ptanq8cDG78nGJPCNQrc9sM5mae2+ZM6mROnRDe5LWkriFeeeUV1Go1EyZMwGAwMHr0aN566y1vhyWEuAzV2U2i8oxyMDDKixGdyzGPrnb7lWbhXCghw69CeJNPJXWZmZl1vvb392fu3LnMnTvXOwEJIYRdnTl1VYXKQV9L6uzbl9VulNwsZE6dED6hQUnd9OnTG3zCOXPmNDoYIYTwVY5ESanUOZI67+73ejatxp7UNXulTnaUEMIXNCip27FjR52vt2/fjtlspnPnzoDSkFij0dCnTx/3RyiEED7AUakLUJnBWK4c9LGkTqe2D79amzups/8psVnBagV1M7ZTEUI4NSipy8jIcD6eM2cOISEhLFq0yLmtV1FREZMmTWLo0KGeiVIIIbzMkShFqO0JnUoDfmFejOhcjkqdydLcw6+19r21WWjiDpRCiEZy+f+8l19+meeff77OPq0RERH885//5OWXX3ZrcEII4SsclboIVaVywD/M5ypS3lsoUas+IEOwQniNy+9IpaWlFBQUnHO8oKCAsrIytwQlhBC+xpEoBauqlAN+IV6Mpn46by+UAEnqhPAil5O6m2++mUmTJvHll19y8uRJTp48yRdffMGUKVMYP9439kAUQgh3c1TqglX23Rr0wV6Mpn4atWP41YuVOos0IBbCW1xuaTJv3jwee+wx7rjjDkwm5X9erVbLlClT+Pe//+32AIUQwhc4ql+BqmrlgD7Ii9HUT2cffrU0+0KJWnPqpAGxEF7jclIXGBjIW2+9xb///W8OHz4MQPv27QkK8r03OCGEcBdnpQ57Uufne5U6ry2UUKmUhSM2iwy/CuFFjZ7lm5OTQ05ODh07diQoKAibrZk/GQohRDNyDGkG+XClTuutliYgDYiF8AEuJ3Vnzpzh6quvplOnTlx33XXk5OQAyj6tjz76qNsDFEIIX+DsU+eo1PngnDqds/lwM1fqADTSgFgIb3M5qXvkkUfQ6XRkZWURGBjoPH7bbbfxww8/uDU4IYTwFc45dfhupc5rCyWg1v6vMqdOCG9xeU7djz/+yPLly2nTpk2d4x07duT48eNuC0wIIXyJo1IXaLO3NPHJSp2XFkqADL8K4QNcrtRVVFTUqdA5FBYW4ufn55aghBDC15gvgeFXraNS19x96kCSOiF8gMtJ3dChQ3n//fedX6tUKqxWKy+++CLDhw93a3BCCOErnHPqbL47/Oq1HSVAkjohfIDLw68vvvgiV199NVu3bsVoNDJjxgz27NlDYWEh69at80SMQgjhdc5Knc2+TZgPtjTx6kIJ55w6SeqE8BaXK3Xdu3fnwIEDDBkyhLFjx1JRUcH48ePZsWMH7du390SMQgjhdRZ7ouTvy5U6e0sTk8ypE+Ky5HKlDiAsLIwnnnjC3bEIIYTPclTq/H14oYSj+bBFhl+FuCy5XKlr164dkyZNwmAw1Dl++vRp2rVr57bAhBDClzjm1PlZHUmdL1bqZKGEEJczl5O6Y8eOsW7dOoYOHUpubq7zuMVikZYmQogWy3xOUueLlTovLpRwNB82Gy78OiGEx7ic1KlUKn744QfatGlDnz592LJliyfiEkIIn3Jupc73kjrHQokKgxeqZQGRyn1lYfNfuwWrNFVyuuo0BZUF5FXkkVuRS3Z5NifLTpJVmsWxkmMcKTlChanC26EKH+DynDqbzUZwcDBffvklM2fOJC0tjXfffZdRo0Z5Ij4hhPAJSqXOht6nh1+Vz+kr9+VzutxAdHAz9g4NilbuK0833zU9zGw1U2mupNJUidFixGqzYsOGzWbDhg2rzYrVZsVis2Cz2bDYLM6vz35OpVJRaiilsLqQIkMRJYYSTFYTJotJubffrDYrbUPbUmYs4/uj32OwNKzyGaoP5d1R79ItupuHfyvCl7mc1KlUKufj559/nm7dunHvvfdy++23uzUwIYTwJRarFT9MaLBvg+WDSV1uabXz8aYjhVzfM6H5Lh5oT+oqLo2k7nDxYX46/hPlpnIqTBUUG4o5UXaCcmM5leZKKkwVDU6o3O1nfj7nmFqlRo1auVepUalUzmNlpjJKjaXcu+Je7ul2D2PbjyUuKM4LkQtva1Slrra77rqL9u3bc/PNN7stKCGE8DVmq40gapImX0zq2sfUxFRcZWzeiwdFKfc+WqmrNlezMmslp8pPcazkGN8f/R6LrWH71OrUOvQaPWqUZEqlUjkfO5IsjUpT72PHzWKzEKoPJdI/kgi/CML8wvDT+KFVa9Gpdeg0OnRqHQaLgeOlxzFYDARoA7gj9Q6SQpMuGF9+ZT5/WPYHTpWf4o0db7BozyJW/G4Fgbpzd38SLZvLSZ21nlVVAwcO5JdffmHfvn1uCUoIIXyNxWIjUGVP6nSBNc12fch1PRL425e7qDBayC6uat6L+2ClzmgxYraaKTIU8eyGZ1mXXbdB/sCEgXSK6ESgLpAQfQhJIUmE+YURqAskSBdEkDaIIF0QOsciEB8VGxjL1+O+Zv6u+bz9y9uUGkt5JPMR3hn1jrdDE82sUX3q6hMXF0dcnJR7hRAtU51KnQ9W6QB0GjUPXd2R2cv2kV1cffFvcJHVZsVgMWAwG6i2VGOxWWgV1EqZlhNiH+otcn8XhEpTJT8e/5H9hfspM5bRKrgV7cPbU22uJr8yn4NFBzFYDMowpKEUg8XgnLd2tr5xfekT14d+8f0YkDDA7bF6i5/GjweueICvD31NdkU267PXM2frHH6f+ntaBbfydniimTQoqevduzcrV64kIiKCK6+8ss68urNt377dbcEJIYSvMFuttZI631v56tAqPACAU8VVbDh8hqJKI9f1qH9uXX5lPjkVOeRX5pNXkafcVyr3xYZiqs3VGCxKAmcwGzBazx3S7RDegUndJxGv86OHSkVAwT6oKoaAcJfittls/HzyZzblbqLMWEZxdTHFBuV2vPQ4NhrfpkWr1pIUkkRaYhqP9H7kgn/DLnVfjv2SEZ+OoNJcyYI9C9hXuI93r3nX22GJZtKgpG7s2LH4+SmrqMaNG+fJeIQQwidVGa0EqS6BpC7MH4Ds4ipuf28jAKsfTycyxIoKFTZsnCg7wZxtc9iUs6nR19GqtZitZg4VH+KJtcoOQ5rkROLNZhKXT2HqoH/QM6YnatWFO2f9WvAr606tY0XWCg4WHTzv6/w1/tzU/iYi/CM4VHyIvIo8wvzDCNOH0T68PeF+4YTqQwnRh6DX6AnzCyMuMA69Ro9erUfjg8PlnhCkC+K78d+xKmsV/9z4TzbkbCAjK4PhScO9HZpoBirb2SsfWpjS0lLCwsIoKSkhNDTU2+EIIS5Rf/5gG7bflvKO/lVIvAqmLPd2SPXKLq5i0OxVaNQq1GFr0IVvJTbMxhlDXr2vjw+KJy4wjtjA2Dr3Ef4RBGgD8NP44af1I0ATgJ/WD3+NP34aPzRqDTvzd7JozyJKjaX8VvgbZcayOudWq9T4afwI8wvjts630T26OypUaNVa/LX+HCo6xN/X/d35er1az7Up19I2rC1hfmFE+EUQ7hdOuF84iaGJ+GmasUVLCzA9czorjq9Aq9KScWsG4f7h3g7pstSceYjb5tQJIURLVmE0E+vjc+oAYkP80KhVWKwmAuK+R6Wycqaezhzdorrx5MAn6RrVtdHXuiL2Cq6IvQJQhk/zN77B2nWzeSsmliK1GpPVRJW5iipzFa9tf+285wnRh/DXfn8lPTGdML+wRscj6vr7VX9nxfEVmG1mTpSdkKTuMtCgpC4iIqLBcxAKC6WbuBCi5akwmGtWv/r57vCrVqMmPtSfnMpcVCqlW8HU1JcY260nEf4RqFVqzFaz29tdqFQq4tpdzYTl/2BC+VHMf1pDYVg8BouBj/d9zJbcLZjt+8KarWaqzFWUGktpG9qW10e8TnxQvFvjERDpH0n3qO7sPrObgqoCb4cjmkGDkrpXX33Vw2EIIYRvqzRafGKhRIWpgqMlRzFbzZisJnIrctFr9HQI70Db0LZsz9+OJvob/AxZAFiqEkkO7ElCcM1iCb1G75ngYlKdD7U/zCR20ncAzOg3wzPXExcVHRgNZ+B0le+0mhGe06CkbuLEiZ6OQwghfFp57UqdB4dfLVYLGrXG2ehdpVJxuuo02/O28/3R71mVteq8K0E1Ko3SUFcHWntrNUtVG8qbay9YtQZ63Aq7PvXZJsSXm5iAGACp1F0mmjSnrrq6GqOx7hJ3WYwghGiJKo0Wgj1YqcuryOPBVQ+yv3A/MYExlBpKCdQFEh8Uz29nfquTyEUHRCsLGOw3lUrFkeIjVFuU+GJ0nTl5KgWrORhzWXcqmiupAxg6XUnqyutfmCGaV2xgLADrs9dzX8/70Kl9u5GyaBqXk7qKigr++te/8umnn3LmzJlznrdYGrbtihBCXErKDWYCnUld0+ejma1mlhxaws78neRW5LI5d7PzufzKfACqLdUUVivzlNuFtaN7dHcmd59M+/D255zPZDFxuuo0IfoQvthawFO/7nU+V2FsxvdlRxPiqiIwVYEuoPmuLc5xfcr1LNyzkF8LfuXFzS/yxFVPeDsk4UEuJ3UzZswgIyODt99+m7vvvpu5c+dy6tQp3nnnHWbPnu2JGIUQwqtMFitGsxU/nUk5oG1aopJbkctzG58j82RmneMhuhBm9J9Bu7B2BOuCOVl+knJjOcmhyXSL7nbBc+o0Oue8uZiQuq1Fmm34FcA/TNlGzVQJpdkQdW4CKppPYmgiLwx9gQdXPcji/Yv5Y48/Ehckuz+1VC4ndd988w3vv/8+6enpTJo0iaFDh9KhQweSk5P58MMPufPOOz0RpxBCeE2lQal06bEndY1caJBfmc+zG58l80Sm89iEjhPoF9+PSP9I+sb1rbPPaLvwdo26TmRQ3fiOFJRjs9maZycFlQoi20PeLsjfK0mdD0hLTKNLZBd+K/yNHfk7GJMyxtshCQ+5cKvvehQWFtKunfJGExoa6mxhMmTIEH7++Wf3RieEED6gwqhUuvxV9oqXtuFJnclqYu+Zvaw4voJxX41zJnSJIYn8bcDfeHrQ01zf7noGthroto3jo4Prxrd8Tx7//O43t5y7QVpdodyfkm0jfUWvmF4A7Dmzx8uRCE9yuVLXrl07jh49SlJSEqmpqXz66af079+fb775hvDwcA+EKIQQ3uVYaBCgts9Na+DOBgaLgdu+uY3DJYedx6IDopk1aBbD2gxze5wOUUHnxjd/7VEGtY/i6i7NMPQW30O5P33A89cSDRITqKyCLTWWejkS4UkuV+omTZrEL7/8AsD//d//MXfuXPz9/XnkkUd4/PHH3R6gEEJ4m2OhgSuVOqvNyvVfXu9M6NqHtad3bG/euvotjyZ0AGEBNRW/tlGBjO/dGoANh89d3OYRjpYv5nq2shBeEaRT/puUG8u9HInwJJcrdY888ojz8ciRI9m3bx/btm2jQ4cO9OzZ063BCSGEL3BU6vzVZrDQoErdtrxt5FUqbT2eG/IcN7W/yZMh1qFW18ydO1NhpE24srDDaLE2TwBaf+XeIkmdrwjWKW14KkwVXo5EeFKT935NTk4mOTnZHbEIIYRPciR1fs5K3cWTum+PfAvA+I7jmzWhO1tZtRm9VhmUMZqbKalzLCSRSp3PkKTu8uByUvfMM89c8Pknn3yy0cEIIYQvciyU0GNP6i6y+rXaXM2Px34E4IZ2N3g0tobQaZo5qXNU6iSp8xlB9iHxcpMMv7ZkLid1S5YsqfO1yWTi6NGjaLVa2rdvL0mdEKLFqXC2NLl4pc5kMfGXVX+h3FROQlACfeL6NEeI5/jLiA68vuoQ1/WIr6nUNdvwq1TqfE2QVknqpFLXsrm8UGLHjh11brt37yYnJ4err766zny7hnj77bfp2bMnoaGhhIaGMnDgQJYtW+Z8vrq6mqlTpxIVFUVwcDATJkwgL0+2nhFCNC/H8GtD+tQtObSEDTkbALi/1/2oVS6/zbrFX67uyKLJ/fn373o1//CrzKnzOVKpuzy45d0mNDSUWbNm8Y9//MOl72vTpg2zZ89m27ZtbN26lREjRjB27Fj27FH66DzyyCN88803fPbZZ6xevZrs7GzGjx/vjpCFEKLBHKtfdY6k7jyVOpPFxPJjywH4c68/c3PHm5slvvpoNWrSOsUQ5KdFr2nmSp3MqfM5tefU2Wy2i7xaXKqavFDCoaSkhJKSEpe+58Ybb6zz9XPPPcfbb7/Nxo0badOmDfPnz+ejjz5ixIgRACxYsIAuXbqwceNGrrrqKneFLoQQF+So1GltjkrduUnd3jN7+duav3G45DAqVFyTfE1zhnhBjkqdqblXv0pS5zMcSZ3VZqXSXOlscSJaFpeTutdff73O1zabjZycHD744AOuvfbaRgdisVj47LPPqKioYODAgWzbtg2TycTIkSOdr0lNTSUpKYkNGzacN6kzGAwYDDVvJKWl0mhRCNE05yR1Z/WpqzJX8eDKBymoKiDSP5KZ/WfSMaJjc4d5XvpmXyhhT3olqfMZAdoAtGotZquZUkOpJHUtlMtJ3SuvvFLna7VaTUxMDBMnTmTmzJkuB7Br1y4GDhxIdXU1wcHBLFmyhK5du7Jz5070ev05u1TExcWRm5t73vM9//zzzJo1y+U4hBDifJThVxsaq1E5cFalbv2p9RRUFRAbEMvnN31OhH9E8wd5Ac0/p87++5E5dT5DpVIR7hfO6arTlBhLSCDB2yEJD3A5qTt69KhbA+jcuTM7d+6kpKSEzz//nIkTJ7J69epGn2/mzJlMnz7d+XVpaSmJiYnuCFUIcZmqMJjRYkGFfS7SWZW6o6XK++KAhAE+l9BBrZYmlmaaS+VcKGEEqxXU3lksIuoK04cpSZ3BtalS4tLhtjl1jaXX6+nQoQMAffr0YcuWLbz22mvcdtttGI1GiouL61Tr8vLyiI+PP+/5/Pz88PNr2L6MQgjREBUGc007EzinUvdrwa8AJIUmNWdYDVZTqbM0zwVrrw62GEHt3zzXFRcU5hcGIEldC+ZyUldRUcHs2bNZuXIl+fn5WK11y/lHjhxpUkBWqxWDwUCfPn3Q6XSsXLmSCRMmALB//36ysrIYOHBgk64hhBCuqDCaa9qZQJ3Vr1mlWWScyAAgOdQ3d9dp/j51tZI4czXoJKnzBaF+oQCUGCWpa6lcTur++Mc/snr1au6++24SEhJQqVQX/6bzmDlzJtdeey1JSUmUlZXx0UcfkZmZyfLlywkLC2PKlClMnz6dyMhIQkNDeeihhxg4cKCsfBVCNKtKgwWdo1KnUoNa43zuQNEB5+NBrQY1d2gN4lgoYTI30/CrRlfz2GJsnmuKiwrTS6WupXM5qVu2bBnfffcdgwcPbvLF8/Pz+cMf/kBOTg5hYWH07NmT5cuXM2rUKEBZlKFWq5kwYQIGg4HRo0fz1ltvNfm6QgjhivLaw69nNR4uM5YBMKzNMOfwlq9p9kqdSqVU68zVYCiD4Njmua64oBB9CFDzb1a0PC4ndREREURGRrrl4vPnz7/g8/7+/sydO5e5c+e65XpCCNEYlUYLUSr7fDS1rs5zpUalbZLjD6YvavaWJqAMUZurYW5/GPsW9Lqt+a4t6uVnnwtqlOppi+XykqRnn32WJ598ksrKSk/EI4QQPsVms1FhVFa/AqCp+1nYmdTpfDep0zV3pQ7gyruVap3VDIdWNN91xXlJUtfyuVype/nllzl8+DBxcXG0bdsWna7up9bt27e7LTghhPC2KpMFmw1056nUOYayLpVKndVqQ61u/FzoBhv9HMR0hqUPQbU0gfcFOvtcR4P0D2yxXE7qxo0b54EwhBDCN5Xbd5PQqRxz6upP6nx1Ph1AgL5mYceiDceYNDileS7sb/+dVMvEfF/grNRZpVLXUrmc1D311FOeiEMIIXxSpUGp0AVr7StH1ecZfvXhSl2wn5ZWYf5kl1SzP7cZJ8nbW2hgkEqdL9CrlUU+MvzacjW6+bDRaKy3T11Skm823xRCiMZwVOpCdIAFZ6XOYrXw9Ian+fnkz4BvV+oApo3sxIwvfiW7pLr5LupvT+pk+NUn6DWS1LV0Lid1Bw4cYMqUKaxfv77OcZvNhkqlwmJppo7lQgjRDCqN9kqdI6mzz6n78fiPfHXoKwCuS7mOgQm+3RQ9IVxpAJxbUtV8F/UPV+5l+NUnyEKJls/lpG7SpElotVq+/fbbJjcfFkIIX1dhr9QF66xQDWi0nKk6w4yfZwAwoeMEnh70tPcCbKCEsAAAjp2p5OPNWaR1imHT0TPc0LOVc29Yt3MMvxrLwGqp07RZND9npU7m1LVYLid1O3fuZNu2baSmpnoiHiGE8CkVRiWpC3LOqdOxI3+H8/mrk672RlguS4wMcM6rm/nlLufxnw+c5pXbrvDMRR3Dr6DMqwuI8Mx1RIM4kjpZ/dpyufzxrGvXrpw+fdoTsQghhM9xVOqcSZ1Gx/6i/QD0iunFkNZDvBWaS/y0GpY/Moypw9vXOb5kxyl2n/LQ8KjWDxxzDctyPXMN0WAyp67lczmpe+GFF5gxYwaZmZmcOXOG0tLSOjchhGhJKuyrXwO19kVhah0Hiw4CMKbtmEtqCkqIv47HrulMp7jgOsf//tVubDYP7Qsb1U65P3PYM+cXDSZz6lo+l5O6kSNHsnHjRq6++mpiY2OJiIggIiKC8PBwIiKktC6EaFkclbpATU2lLqssC4C2YW29FFXjqVQq/ji0nfNrvVbNzhPFbDlW5JkLRtorg2cOeeb8osEcLU1k+LXlcnlOXUZGhifiEEIIn1RhX/0aYE/qbGotJ0qPA5AYkui1uJri2u7xvJVxiCsSwympMpGxv4AjBeX0T3HPvt51RHdU7gv2uf/cwiWO4VeT1eTlSISnuJzUpaWleSIOIYTwSTWVOmX4tUCtotpUjUaloVVQK2+G1mgh/joyHktHpVLx2Ge/AHCmwkNDcgm9lPvsnZ45v2gwx/CrVOparkY3H66srCQrKwujse4bQc+ePZsclHC/r3eeYvmeXEqqTLz4u160Dg/wdkhCXBIcq1/97Uldvlq5jw6Idu6leSlyzAWMClaqN2fKPZTUteqt3Bfsg9JsCL00E+GWQFa/tnwuJ3UFBQVMmjSJZcuW1fu8NB/2PWfKDTy8eKfz6692nGLq8A7eC0iIS4ijUudI6grtxyP9PTBU6QVRQcof+sIKD/2hD4mDpIGQtQE2vwsjn/bMdcRF+WuUBtRmq5kSQ4nP74IiXOfyQolp06ZRXFzMpk2bCAgI4IcffmDRokV07NiRpUuXeiJG0UT5ZXXfrHOas6O8EJc4x44SAfYKXZFKmVsX4d8yFoZFBSlDch4bfgXoc49yf3SN564hLirML4zUSKXH7OcHPvdyNMITXE7qVq1axZw5c+jbty9qtZrk5GTuuusuXnzxRZ5//nlPxCiaqLiy7qTY3Obc+1GIS5xj71e9I6lDSfJaTFJnH37NK63GZLGy7tBpSqvdPJE+yb6FWs5OMFa499yiwVQqFXd1uQuAj/Z9JAsmWiCXk7qKigpiY2MBiIiIoKCgAIAePXqwfft290Yn3KKkqu4n8OxiSeqEaKhKe586f7Vj+NWe1Pm1jKQuNV7Z9eFQfjlpL2Zw5382ccWsH9l6rPAi3+mC8CQIbQ1WM5zc4r7zCpddm3ItUf5R5FfmsyprlbfDEW7mclLXuXNn9u+3d1Pv1Yt33nmHU6dOMW/ePBISEtweoGg6R6UuKTIQgKzCSswWqzdDEuKS4azUqZRkrgjl65Yypy4+zJ9WYf5YbZBtr+JbbfDKTwfcdxGVCpIHKY+Pb3DfeYXL9Bo9Y1LGAPBrwa9ejka4m8sLJR5++GFycnIAeOqppxgzZgwffvgher2ehQsXujs+4QbFVUpS1yc5gqJKI2XVZvZkl9IrMdy7gQlxCag0OpI65b7Ipty3lOFXgIdHduTzbScZe0VrtGoV//flLvbnlrn3IkkDYddncHyde88rXNYuTGk+fdzeb1G0HC4ndXfddZfzcZ8+fTh+/Dj79u0jKSmJ6OhotwYnGqfKaGHqR9upNll4f3J/Z6UuMkjPwHZR/Lg3jx/35kpSJ0QDOLYJ06vsc+qsynSGlpTU3dYvidv6JQFKEvt/X+7idLmR0a/8zN+u70Jap5imXyR5sHJ/cgtUnIGgqKafUzRKcmgyAKtPruZk2UnahLTxckTCXVwefj1bYGAgvXv3loTOh3y+7QSr9uWz/vAZDhWUk1+mDKlEBukZ0z0egLkZh1n6SzYABWUG3ll9mLv+s4mf9uZ5LW4hfM2x0xUYLVbUKvCzD78W2pO6ljL8erZAvdb5gW9/XhkfbXJTNSemM8T3BHM1rJ3jnnOKRukc0dn5+IuDX3gxEuFuTU7qhO85WVTTsuSFZfv4cvspANpFB3FdjwQGtVc+If/l4x1c/XIm/Z77ieeX7WPtodPMzZT9GYVw+HFvLgCDO0Sjsyj/XzkrdS1koUR9PvzjAP46Rml9kVvqpv51KhWM+IfyeNsi95xTNEq4fzj39rgXgO15ssCxJZGkrgWq3cIkY3+B83HHuBD8dRr+N2UAEwcq5ffDBUp7gZgQpVfVjqxi9uWWNmO0QviuHPvCge6tw6CqCIMKKmzK/18tafj1bMF+WgZ3UD785bmzBVKbvsq9sQws0k7Dm27ueDMAOwt2kl2e7eVohLtIUtcCFddqYRIXqiRr4YE6kqOU1a9qtYqnb+rGv27uQbCflu6tQ/n2oSHotco/hzGvruHL7Sf51/e/8emWE86J4kJcborsDXkjA/VQVUSRWgOAVqUlVB/qzdA8Lj5U2X0gt7Sar3eecs9JdYE1j02V7jmnaJTEkET6xvXFarOScSLD2+EIN2n03q/12b17N927d3fnKUUjFNkrdU/d2JU/DGzL/twy9Fo1Ok1NDq9SqbhjQBK/75eIWq3sATlpcFveWX0EgOmf/uJ87Qcbj7NwUj+igv2a8acQwvsK7f8vRQQpSV2h/f+hcP9w596pLVVUsB96jRqjxcrDi3fy/Pf7GHtlK2Ze26XxJ9X6ASrABqYq8Jdtqrzpytgr2Zq3lUPFMu2mpWhypa6srIx3332X/v3706tXL3fEJJqoxP6HqGNsCBq1iq6tQukQG1zvax0JHcDMa7uw/59j6J0UXuc1u06VMHHBZmw2m8diFsIXFVfa588F6pRKnUap1LXkoVcHjVrF/12bSt/kCDRqFbml1byz+ggv/7i/8SdVqUAfpDyWSp3XtQ9vD8CR4iNejkS4S6OTup9//pmJEyeSkJDASy+9xIgRI9i4caM7YxON5Bh+DQ/Uufy9floN/5nYj79c3ZHZ43uw8tE0/LRqdp8q5f0NxyWxE5eVwoq6SV2hWnnLjPRrmStfzzZ5SAqf3z+IbX8fyehucQDMzTjk/ODYKLoA5d4ke1B7myOpO1R8SN7bWwiXhl9zc3NZuHAh8+fPp7S0lFtvvRWDwcBXX31F165dPRWjcJFjoURYgOtJHSitT6aP6uT8uk9yBOsPn+GppXswmq38cWhKix96EgJq5tRF6cxgNVGkUeaZXQ6VutrCA/U8d3MPlu/Jw2qDTUfPcE23+MadTJI6n9E2tC1qlZpSYylnqs8QHSCtyS51Da7U3XjjjXTu3Jlff/2VV199lezsbN544w1PxiYaocpowWBWmqRGBOndcs7b+iU6Hz/3/W9c8cwKdp8qccu5hfBVFquNCqPSmy4UZXeFIq3yQelyS+oAooP9uHOA0qB4w5EzjT+RY7GEDL96nb/WnzbBSuPhw8WHvRyNcIcGJ3XLli1jypQpzJo1i+uvvx6NfW6J8C2OoVetWkWQ3j3/jcZe0ZpdT19DW/vq2ZIqE9/8IkvgRctWZbI4Hwda7EmdXqkyXY5JHcBAe4/Lz7edZPDsVTz77V7XTyKVOp/SLlzZMkySupahwUnd2rVrKSsro0+fPgwYMIA333yT06dPezI20QiOodfwQJ1bh0hD/HWsejSdf93cA4B3fj7Cv5fvw2ivCgrR0lQalFY+ahXoTcUAlGuV6neILsRbYXnVoPbR+OvUlFWbOVVcxfy1R12fi+Wo1Bkr3B+gCyxWG7+eLObVnw4w8b+beeSTnU2bK3iJah9mXyxRIoslWoIGJ3VXXXUV7733Hjk5OfzpT39i8eLFtGrVCqvVyooVKygrc/Pmz8IlOSVV3Pv+Vr6y95Nq7Hy6C1GrVVzdJZYAnVIBnJtxmCU7Trr9OkL4gkr70GugXouqqhiACq0yDTlIF+StsLwqMkjPsoeHOXebAKVy7xLn8Kt3K3X/+v43bnpzHa/+dJDVBwpYsuMULzVlZe8lyrFY4pP9n1BcXezdYESTubz6NSgoiMmTJ7N27Vp27drFo48+yuzZs4mNjeWmm27yRIyiAe6ev5kVe/OcfeYiAt0zn+5scaH+rPnrcFKilT9qq/ble+Q6Qnhbhb3pdqBeA1VFAFTamw8H1m6ie5lJiQ7i/vT2RNrn7Oa4uuOEY/i19KyGxpWFcKp5tqyyWm18vVOZQtI6PICRXZSVvesPX36jT71ialqRSRPiS1+T+tR17tyZF198kZMnT/Lxxx+7KybhopeW7+dQfnmdY41pZ9JQ0cF+vPb7KwBYd+iMDMGKFqnKWamrldTZpzRcrpW62pw7Tria1Dn61GU8B6ZqsNmUodj/joH3hsOKJ5VjHnQwv5zT5QYC9RoyHkt3rvYvqbr8ds9JCk2id2xvAHIqcrwcjWgqt2wTptFoGDduHEuXLnXH6YQLlu3K4c2Mc7uBt4+pv9mwu3RvFUZUkJ5yg5ltx4s8ei0hvKGi1vCrI6mrUCnJhiR10CZCqbi5XK2/4s6axz+/CC91hH+1gtP2oc91r3m8Yrc/T5kulBofgl6rdn4ILqkyXpb92ga1GgRIUtcSNLhP3eTJky/6GpVKxfz585sUkGi4vNJqZnz+KwBjusXzw55cAEL8tTw4ooNHr61WqxjWKYYlO06x+kCBc1WcEC1FVT3DrxU2pSodqL18h18d7roqmR/35vHJlhMM6RhNv7aRziHZC0oZCje8At8+Amterv81ebuhTR/3BlzLIXtS1ylOWfDiSOpMFhuVRgtBfm7dQdPnJQQnAJBbkevlSERTNbhSt3DhQjIyMiguLqaoqKjeW2FhoSdjFXaOT5KfbT1BmcFMt1ahvHHHldzSpw1JkYEsfXAIIf6eG351SO8cA0DmfplXJ1qeCoO9UudXU6mrtCmJnlTqYFinGHonhWO0WPnTB9sY8K+f+OaXbGw2G899t5eJ/91MafV5FlFccReEJdU91u9e6P8n5XGhZ9trbD6m/K3qHK8kdQE6DXr7vr4uL/xoARy96g4UHcBqk+k0l7IGfxy5//77+fjjjzl69CiTJk3irrvuIjLy8tgqx5csWn+MZ7/di0qlfKoEuLFXK3QaNf++pRc2m63ZdnsY2jEGlQr25Zbx+baT/K5Pm2a5rhDNodJRqdNpoKoYM1BtcxyTSh3AvLv68GbGIZbsOEVZtZmHPt7BF9tPkrm/AIDrX1/D8mnDlCHs2rR6uOk1+OweqC5REroxz8PW/yrPH/wJek+EqPZujbfaZOHfy/ez8YiS1I3qqiyQUKlUhAboOF1uIKuwklbhAW69rq/rEd2DIF0QhdWF7MjfQZ84z1VJhWc1uFI3d+5ccnJymDFjBt988w2JiYnceuutLF++/LKcg+AtX+88hdlqcyZ0CWH+3NAzwfl8s23fZbUSWXWc9PAzdFSdZOvqpXBoJRxZDcfWwYnNkL1DuTcbmycmIdzIOafOTxl+rar1/5ZU6hSxof48M7Y7O5+8hi4JoQDOhA7gRGEV3/16nnla7UfAY4fgbzlw/Uug0UHHUaANgPw98EZveDoMFt4AZXluifepr/cwf+1RAO4dmkKbiJrk3DEE+/t3N/Kv739zy/UuFTqNjpFJIwG454d7eGLtExgt8r59KXJp4oCfnx+33347t99+O8ePH2fhwoU88MADmM1m9uzZQ3CwZyfnX+5sNptzleuHfxxA5/gQooP9PHfBijNw5hBUFEB5LpTnK6vUDv0EBfsAWADgB5QC/zvPeUY9A4Mf9lycQnjAmXIDAFFBejhRRKVa+QysUWnQqz3TMuhSpVGrWHzfVXz7azZl1WZiQ/zIKqzk1Z8O8vm2k9zSN7H+b9TqgVq/y8h28KefYemDcGKTcuzYGlgwBm5ZCEExyodHv2DoMhbUDV/rt/tUCZ9uOwEoFcYx3evuXds7Kdz5/rru0OXX2uTPvf7MltwtZFdks/TwUq5Jvoa0xDRvhyVc1OjZoGq1GpVKhc1mw2KxXPwbRJOYLFauf30NpdVm1CrokxyBv85DW7VZrbD3K/jqfjBfuF2BLTCaMxVGKm1+xMTEoldZUWNBZTFC0THlRSc2eyZOITyooExJ6mJC/KCqiGp7pc5f6998FfFLSFiAjjsHJDu/zi6u4rWVB9l0tJAThZUkRjZwyDqmE0z5EQqPKgspdnwAhUfgnWF1XxeeBJOWgVoHWRug61i4wH+Xpb9kk6bayUNRm+mTMOec51+Y0JORXeK474NtnLYn9JeTNiFt+G78dzy2+jFWZq3kYPFBSeouQS61NDEYDHz88ceMGjWKTp06sWvXLt58802ysrIaVaV7/vnn6devHyEhIcTGxjJu3Dj276/b0bu6upqpU6cSFRVFcHAwEyZMIC/PPaX4S8nhgnIO5CmfIq9qF+W+hM5ihh3/g2+mwYLr4eVUeDYKPp+kJHR+odC6D3S+HvpOhv73weBpcMsimP4bqhmHGaWZzzDja3Q59QTtT/6DIeUvUPanrXDnF8o1zsieguLSk29P6uIDAXOVM6nz03iwOt6CtAoPYEiHaAA+3JTl+gkiU2Dsm/DwLxDRttZxZa9SirNg6V/g5U7w2UTYv+yCp2t/8isW6l+kT3kmbH//nOdVKhXdW4cBcKb88mxtolVr6R7dHYAtuVsuy9/Bpa7BlboHHniAxYsXk5iYyOTJk/n444+Jjo5u0sVXr17N1KlT6devH2azmb/97W9cc8017N27l6AgZc7KI488wnfffcdnn31GWFgYDz74IOPHj2fdunVNuvalxrGnq06j4oMpA1w/QVUR5PwKOb8ANojuBAX7YddnSvuA+iRcAZO+r2kWeh7XdI3nk60n0GvUGC1WThVXsSOrmGHR9jffoqNgtYDaQ5VFITzAUalL0CvVaoP932+A9vKaRN8Udw5IZs3B08xbfRgbNmZe28X1k0S0hXszYOt8iOsBncfAzy/Bqmfh8Mqa1x1bA6nX1X8Oq5WrznxZ83Xx8XpfFhWsDAWbrTZKqkyEe2hnHl/WN64vAOuz1/PGjjf4S++/eDki4YoGJ3Xz5s0jKSmJdu3asXr1alavXl3v67788st6j9fnhx9+qPP1woULiY2NZdu2bQwbNoySkhLmz5/PRx99xIgRIwBYsGABXbp0YePGjVx11VUNvtalrrhSmbTas004GrWLQz/GCnijD1Seqf95jR/0nQStrgR9MMR2gbBE+3yXi3vhdz35583d0WnUTP1wO9/tymFfbinD2ieDXxgYSuCHmRDVAa68C/SyclD4PkelLlZbCUC1v9L+Qip1DTe6Wxy/75fI4i0neGf1EaYO70BoY9otBUbCsMdrvh76KPiFwN6lcHytcmzv18qoQukpSBkGBQfgxEZl4cXR1SQbDtR8f2n9izf8tBpC/LWUVZs5XW64LJO6K2Kv4M+9/sy8X+axeP9i7u91PzqN51tkCfdocFL3hz/8wePzSEpKSgCcrVK2bduGyWRi5MiRztekpqaSlJTEhg0bLrOkTqnUhQc04n+uM4eUhE6jh5Q00PlD8QlQa5U3v35/hLDWTYpPZ+/xlBofoiR1OWWg0UKXG2Dnh7D5HeWFRcdgzL+adC0hPM1gtjj7lUVqKgBHUmeWpM4FKpWK58f3YPEWZYGC27YUVKlgwJ+UW+4umDdESea+mNKw7y85ed6nEsL8KasuZ092KR1iQ9wT7yXmzz3/zBcHvqCgqoD12etlbt0lpMFJ3cKFCz0YBlitVqZNm8bgwYPp3l0Z08/NzUWv1xMeHl7ntXFxceTm1t/52mAwYDDUTHItLS31WMzNqdj+B6ZRnxwdb2Bx3eGuz90Y1bnaxypzK4+cVv4QMuIfEBilJJb7v4eNc6E8T6kKRnWATqMvOLlZCG9wDL3qNWqCrcruAwZ9EFAiw68uUqlUaNQqLFYbFqsH5mjF94AJ82H3F1BdWlO50/hBn4nKav3CI3W/pyxbmU+sOfdP4JjuCRzIO8jSndmMvaJpH3YvVRq1htFtR/O/3/7HD8d+kKTuEuIze6FMnTqV3bt3s3bt2iad5/nnn2fWrFluisp3FNmHXx29lFxSrHxKJvw8bQXcqG2UMv9u54liDuWXkRIdj+aaZ8FYCW8PVCp1uz9XbgB3fAadrvF4XEK4ovbKV1WV0t6iWh8I1hKp1DWCI6kzeyKpA+jxO+UGYDbArs+hTT9lJa3NBjYrS569FYPJzK36daitJijLqfc9Mb1zDK+vPMjKffl8siWLJ7/eQ6824Tw7rrtzB4rLgSOpW5W1impzNf5af2+HJBrApdWvnvLggw/y7bffkpGRQZs2NbsSxMfHYzQaKS4urvP6vLw84uPjqc/MmTMpKSlx3k6cOOHJ0D2upNLEqn15/LRXWfEb0aikzr7yLKwZkrromvlyI+f8zLzV9pWv+kB4aAdc+yL0uqPmG3J2ejwmIVzlSOqi7e1MAKp1SoXOTytJnau09nnAZkszbEGl9YMr71QSOlBGAtQaHqmazP+Z78MS3Eo5fp4h2K72JsoAf/1iFwazlc3HCrnhjTW8suIApub4GXxAr5heJAQlUGmu5I0db3g7HNFAXk3qbDYbDz74IEuWLGHVqlWkpKTUeb5Pnz7odDpWrqxZ4bR//36ysrIYOHBgvef08/MjNDS0zu1SZTRbGfXKaiYv3MrhggrCA3Xc2KuVayepLKypisU2YuWZiwL1WueesADL99QaJlerlTkwN78NVz+lHMt8HiyX316Lwrc5F0nUSuoMOqVS4a+RioWrnEmdpyp15+FIIj/dUuvDvWP+cOmper/HX6dhZJfYOsdSooMwWWy8tvIgT369xyOx+hqVSsWYtmMAeH/v+xwvrX/FsPAtXh1+nTp1Kh999BFff/01ISEhznlyYWFhBAQEEBYWxpQpU5g+fTqRkZGEhoby0EMPMXDgwMtikcTJokrnH5freybw5A1diQttwB+UwqPwxR/hzEFlX0WHtkM8FGldCyf1J+tMJcP+ncHuUyWUVZsIOXvFW7T9U7TNqmwDdP1LytwYIXzA2Y2HAartq8FlGMp1WvtCKo/MqauH1Wrj0c9+YcmOU4y/sjWZB5Sty1LjQ9BGJMIJoOT8ozjv/aEvBrOVvTmlWKw2+iZH8MX2Uzz22S98vDmLoR2jua5Hwnm/v6WY2G0iC/YsAOBPK/7Ey+kv0y2qm5ejEhfi1Urd22+/TUlJCenp6SQkJDhvn3zyifM1r7zyCjfccAMTJkxg2LBhxMfHu9Q25VJ2sqgKgE5xwcy9o3fDEjqAXz+BU1trEjr/cOhxC4QnX/Db3CkpKpC2UYFYbbD1WNG5L2g/Qll5C0rbgXeGKU2Qc3fBiS1gqmq2WIU4W32Vump7WweZU+c6jXP41fNJ3cG8Mt5YdYglO5RK3Jc7TlFYYaR9TBDfPjQElWMaSsEBpVfnvu9h7Svw0e9hx4eAUqXy12nonRRBv7aRqFQqftenDeOuUEZKNh8t9PjP4QuiAqJ4Z9Q7aFQaTpWf4g/f/4Glh5d6OyxxAV6t1DWkW7W/vz9z585l7ty5zRCRb9lwROkrlxjhYl83x1yR1Btg3Nvg750h6AEpURw7U8mmo4UMT607nIE+ECZ+A6cPweLb4fQB+HpqzfPB8TB1EwSEN2vMQsBZlbpT9uFX+0pJGX51nWP41ZOVuuJKI//4eg/f/JJd7/N/u66LUjEMs8/b/uUj5Vbbyc3KfLzz6JUYzlc7s53/Pi4Hg1oN4ptx3/DilhfJPJnJE2uf4GDRQR7t+6i3QxP18ImFEuJcR09X8HamssigwXsmOpTZG2t2GuO1hA6ge2vl2ofyy87/ougOcP96GPSQ0kfPT9mmh/JcmD8KDv6k7EYhRDMqKFN2kYgJrqnUVamUt0sZfnWds1Jndf8igy3HCvnTB1sZ9crPdRK6q1Nj2fr3kUwcmMyTN3RlhOOD5dkLxiLbQ6J9l57KM7DkfmW0oB6xIcp/+/yyC++J3dIkhiby2ojXGJU8CoCFexby/ZHvvRyVqI/PtDQRijPlBtYeOs1TS5XJuDEhfkwc1Na1kzi6pYd6d85Huxh7z7qCigu/UKODa/6pLJ5QayFzNqyerVTvPpwAaf8Hw2c2Q8RCKByVmNhQf6gqBiDHrOy9HBcU562wLlmerNT93xe/ctj+HhMX6sdbd/YmMsiPNhEB6DRqZo3tXvcbwmo6LHDtv2HAfcrj90bAqW1K9e70frh31TnXig1Vht63HCui0mgmUH/5/AlVq9T8c/A/KawuZFveNp5Y9wThfuEMaj3I26GJWi6ff5GXAJvNxi3vbHAmQcF+WpY8MIg2rg6/OlZ1hXq3cWa7GKVn3fHCSkwWq3PXifNybEUz6CHlcfYO2PetkuCZKpQ5gUkDIb77hc8jRBPYbDYKymsvlFDmT2VVK/3qEkM83xqopdF4aPXrwbwyZ0LXJSGU9/7Q5+Lvl9GdlLZKARHQd3LN8XFvwy+LYe0cJbmrLFS2J6slNqRmPuXv3t7AexP70jrcQ82obTY48INSRTwrDm8J1AUy/5r5/HXNX1l+bDlTV07lzi530juuN7GBsXSK6IRec/ltreZLJKnzIUdPVzgTutbhAcy8LtX1hM5UBdXFyuMQ71bq4kL8UamUT+dFlUbn0MVF+QXDsMeUn+X1K5Xh5PX2Pkn+YTD9N9AHeS5wcVkrrjRhsk/ojyncBsZyLCo1J6uUXpFJIUneDO+SpFV7ZvXrt78qoxIjUmP57z39GvZNarXSVulsMZ3h6idh63+V99AXUyC6szJ6cMXtkJJGG5uNwckBrDtexd6cUsa/tY7Vjw/HX6dx3w/l8PO/IeM56Hwd3P6x+8/fSBq1hueHPE+5qZx1p9axaO8iFu1dBEDP6J68f+37aNQe+H2IBpGkzoe8v0HpA9Q/JZJP/1R/H76LKrXPKdEFKgmQF6nVKsICdBRXmiipNDU8qXPQBSiLJQ6uUD6xHs6AytOw56sLTmYWoikcK1/DA3XoDy0HIK/zaMyGPejUOuICZfjVVe6s1OWWVLPmYAF7skt5f8MxAG7o6aYPsCoVpP0Vltune5zer9z/+HcANMCHgdGcvvVV/vBZFtoyCw88tYHojldx96j+9GjTwPdcUxXk71XaT6m1oFIrx/J2K1VCjQ6OZCqv3e97c9d0Gh2vpL/CC5tfIL8ynzPVZ9h7Zi+/nv6Vpzc8zbODn/V2iJctSep8gNli5fll+1i4/hgA9w5t1/iTOZK6kASf2FM13J7UOfaudZl/WM0WQGtehpXPwNcPwLYFEJMKQ6dDZBN+X5e5ogojM7/cxb7cUu66KplrusaTFOVidbiFOXZGqZbHhvg5Fx1lRSVD9h5aB7eWKkQj6DSOOXVNWyjxy4libn5rHbVzw/TOMe7do3XgA9B2MOT8ChHJ8Ns3cPRnZcGMqQoqTxO99C6+r93Z5jhUvOdHeXRHgnvfBtEdlQUZYa2VhV5mg7L/9d6vlL1oHbv8XMICtAE8Pehp59ef7PuEf276J18d+orNOZtJCUshMSSRAQkDGNJ6CNnl2eg1etqEtDn/SUWTSVLnZWaLlTkrDjB/7VEA/jKiA6O6NqES4Fj5GurizhMeEhaohzOVFFe6YdeIK+6Eta+CoRROblFuOz6AP6+VxsWN9Pyy3/jBvuvHP7/7jRd+2MeqR9NdX3Hdgvzpg20ARATqnR+SsuxJSVKoDL02hjv61OWXVfOnD7bVSehS40N47fdXOs/vNgm9lBvU9NMEpffn0ofg1A6sFgNmiw2LPpSAkkMEqQxwZjes2N3w6yQNAqsZsClTSoJioHVfCIyC3F9h/evK67Z/AL3vdtuP5wm3pd7Gj8d/ZHPuZrIrssmuUP7fWbx/sfM1GpWGD679gG7R3VCrpPmGJ0hS52X3fbCNVfvyAWUIYdrITk07oXORhG8kdeEByuKH4kpj008WEg8P/wKFR5Rhim8eVo5/PwN+N99nfuZLwY6sIj7deoJlu5SETqWCYL2WMoOZwwXll3VSF+ynpdxgVlZvn1D+MJ2wKf9+ZT5d4zjm1DV2+NVms/HEkt3kllbTITaYL/48CL1WjU6jcu5W0Sz8w+DW9wGlH5hjSUDWvq288P7XdNGe4oHELNQ2M5w5AgZ7A3iVBoLjIGUoGMqV84x4ou5K3LN1vakmqVv6ILQffuHX+4BXhr/C/sL9GC1Gcipy2JizkV8KfiG3Qnmfsdgs3PH9HYTqQ2kV3IqUsBQi/SMJ9wsnKiCKuMA44gLj6BDeQSrijSRJnRetP3TamdCN792aFyb0RN3UT5wdRoIuyGeGJMMDlaSupLHDr2cLjFRubfoqb5RLH4Ss9TCni9Js+dYPlInQ4oKe/HoPu04pf3DCAnRs/8co7p6/ifWHz7jvv9UlyvF/4L1D2sK7yh+jE2al16KsfG2cps6pW7zlBCv2KgtVHrumE2GBuot8R/NK7NyHrcHFfFdqoPfwAQzqEK2sXrWYlDlzjXlP0voplbsKZYszlj8Bty5yb+BuFqoPpV98zYKV33X6HVablW+PfMvG7I3sPrObE6UnKDWWUlpYyr7CffWeZ0DCAF5Jf4VgXTAqH5hGdCmRpM5LyqpNvLhcmYQ7cWDyub2UGiu+h08NRToqdUXuqNSdretYZY5K4RHltu9bZcuxZOmbdCEZ+/LZlX0GTUA23dtWkhBdhtmWRliAmxPwS5TBrMz78lcZwKxsV5dVpfxhlaSucbRNnFOXYf/wCzCwfbRbYnInlUrFoPbRLNlxigXrj9GtdZjy/5O2ie09Ji+HY2vg2+nKe93hDKVidwlRq9Tc1P4mbmp/EwAmq4md+TvJLs+m2FBMsaGYouoiTled5lT5KQ4VH2JTziYGfTyIQG0gMwfMZFyHcd79IS4hktR5QU5JFQOfVxpb+mnVTB3ewcsReU5EkPKmVljhgUTBPxTu+kJ5vPAG5c2v6Phll9RVmiqpMlehVqlRq9SoVCrUqNGoNQRolR5apcZSiquLMVqMPLNuPsGdlqNSmzgCHDkN3x7uQXhgRwD3zH+8RNlsNowWJfHwMyqVTJtax4lyZVqDzKlrHFfn1GWdqaS02kT31spqUseHwnuHpjg/fPiage2jWLLjFCv25tFr1o88OqoTD13dsWknjWqv3PL2wOZ34YNx8PuPlKkmsV2Vat4lRqfW1anmne3jfR8zd+dcSgwlVJor+f7I95LUuUCSOi/45USx8/GMMalK1/oWKsqZ1Hl4r8Rw+x/b0pOevY6X5FXkcaj4EGWmMg4WHSS3Ihejxcip8lPsOb0HK/VXQLQqLajAbDXXOqgMMfprAqm2VAKw5NASEnWTQGW4rCt1joQOwM+kbA9WEBxJtaUajUpDqyCZt9kYDd1RYk92Cf9Zc5RvfsnGBnz6p4EczCtjyzHlv8UNPX339399jwTWHDzNxiNnKCgz8NHmLB4c0cE9w4d9JytJHcDiO5T78GS4e4mS9LnAYLZQVm2msMJI+5hgZ8JdYTDz2Ge/UG4w0zUhlAdHdCBjfwFvrjqIXqumf9so/nFDF48Ph96eeju3p97OqqxVPJzxMMWGYo9er6WRpM4LThYpQzq92oQxZUiKl6PxrKhg5ZPkmXIPDL/W5tg9Y89XMOxxz16rmeWU53DjVzdisLieGJttZrD/HVXb/LHZNFjM/ugqB7Huwac5WXaS8UvH80vBL/zCNII7adlcMprNOeOx2CykhKUQHxTv5p/IdzmGXgH09j8mJwLDgSoSghLQaXyzSuTrGjKnzmaz8ef/beNEYZXz2IS31zsf6zVq2kb7btPxID8tb9x+JVVGC71m/UhOSTUv/bifokoT2cVVTBvZiS4JISzdmc2JwkqmDGnX8LmBsV2g/31KYhcQqbRIKT4On0+GsW9CVAelr2d9qkth8zucju7Peyt2Ysg/xK/Wdmy3dSKWIiZcEcuUG9LI3F/Ast3KHNI1B0/zxfaTnK71vr37VCmTh7R1vSF+I0UHKMPsJY7FJqJBJKlrRofyy8ncn8/zy5TJoVe1j/JyRJ4X6azUeTipC7fPdcrbDSe3woHlYLNCn3tqnrtEGCwGFu1ZxJbcLRwtOUpeZZ7zua4RV3A4F2yG1sQEhXIo14qlsh1qa5h9vpJNualsoDKhUiu/d5vVH6w1FeH709uj1+hpF96OWYNm8e6v75JVloVKbeaY+Tum/PgdAIHaQH6Y8AMR/hHN+SvwGmOtpE5nLAYgyy8AqJL5dE3gWKF6oUrdnuxSZ0KX1imG1QeUeYx6jZr7hrVjSMdonx16rS1Ar+H3/RN5f8Nx5mYcdh7Xa9RUm638bP+5AKZf07nhJ77u38oNoOQUvD0IcnbCvCHK4rjJP0BCT+V5m03phLDjQzi+Do6uJhqYCWD/FX5juYobNRthH8ze9XvmWZQ5b2mdYtiXW0peqfIh8g8Dk52N8QsrjM2W1EX4Ke85RYaiZrleSyFJXTM5VVzF2DfXUmG0OI+18dSegT4kOlhJ6k6Xe3j4tcuNSv8ogI9vhwr7xOqTm5Wh2ZBWMPxvPtGQ+WLe3/M+b+x4o86xSL8oWpkms2F9zQeBM/b7WTd14w8Dk/nlZAnLduew/XgRRouNI/nlVJksmK02AnQabh+YRHigDo1axT2D2jrPM7bDWMZ2GMsvJwu45eMX0Yb+QmSwihJzNpXmStaeWsuN7W9shp/c+xyVOr1GjapK+WNyQqcFi8ynawptAyp1y+39Esd0i+f126/khjfWcKSggrl39m5a704vePrGboQF6Nh5opjQAB3f/ZrDj3vz6rxm+Z4815K62sJaK3PrVj4DubuUvbEPrVCSutOH4N00MJbX+61GXSh6U6mS0Nn9n24xf9Eu4WrDS0we0p8u8SG8t+YIaZ1iGdIxmq3HitibU+r5D+e1hNl3RKoyV1FtrsZf23KnKbmTJHXN5IMNx6kwWggP1NEnKYIqk4Xrenh3b9bmEBmkDL+WVpsxmq3otR5qNxIQoWzvs/qFmoQOlE7wDu1HQHIjt1/zsFJjKf/b+z+OlBxh5fGVALQNbcuzg58lMSSZO9/ZxYbcsjrfc/OVrRnUPorf9WmDSqXiisRwrkgMP+fcBrMFjeri/bx6tYkhznYtJ46mk9IqlFuH7OC9Xe/xxo43yKvMo1dMrwtOcG4JHJU6vVYNJcr8zBMaNVhk5WtTaNQXXv269uBp/mtvwD66exx6rZovHxiMyWx1Lra6lKjVKh61J2x5pdV8Z9+jFuCvY1J54Yd97M8r47tfc7i+sVuctR0MU5bX7LSz9jUYMh0OLj8nofvZ0oNnbZMZ3D6aJyfeCDsWUfjTHIorDPjHdaRVwRoCVQbeHVJG947RqFQqnri+q/P7HSMuHulicB4huhA0Kg0Wm4Ufj//I9SnXo1FryCnP4UDRAZJCk0gJa9nTlxpDkrpmYDBb+GSLsi3MCxN6Mrrb5TNHKTxAh1oFVpvyhhDnyUUhPW6BXz9Rhl1bXQk5v0DxCWX4tegYrH/DJ5O6T/d/yrMb6+6V2Da0LYtvWEyQLohTxVXsyy1Dq1bxwZQBGC1WhnaIbnBPQz9tw5t4/m/KANL+ncnBvHL+wDUkhfxIVtlxXtv+mjOuYF0w/lp/rml7Dben3t7wH/QS4Ejq/LRqKFBaDmWplWPSeLjxLlSp+2rHKWZ8/itGi5XBHaK4voeyGCLYTwuX3uLOc8SG+DGkQzS/nChm1thu3Hxla/6z5ghnKoz8eqq48Umd8wL25MtQAt9NhzKl4kl8D5j8I8+/9z4LT8Qxa3wfft/f/m+4zz2EXTkRS4WRmGA9zE4GQwk9Isz1jmZ4tIvBeahUKuKD4jlVfoon1j7By1tfJlAbyMly5cNWiD6EFb9bQZDOd+dZeoMkdc1gT3YpRZUmooL0jOxyaQ0jNJVarSIyyI/T5QZOlxs8m9RFd1R2nHAwlClb8JQXwNx+cGAZVBVDQLjnYnCBxWrhk/2f8Pzm5wEI8wtjfMfx9I3rS7/4fs52JIX2ycpRwXoGengeZmJEICF+ys4Sf/30MGN7P8bV3bZzsPgg67PXc6z0mPO1W/O28tFvHzG5+2SuaXtNi3hzNZiV6RF6rRoKfuOoTsveaqXyK5W6xtPYm+9azmppcvxMBdM/3YnVBtf1iOeV267wXDXfS1QqFf/74wBsNptz5eif0trxr+/3kVtS3fQLtBuuTC8py4at/605PvRRbLoAlhR3wICBjnEhdb5No1YRE2LPmnvfDRverGl0fJZI+4KO/bmlnh1xOcvL6S/zv73/Y82pNRRWF1JIIQD+Gn/KjGVMz5zOvJHzpEFxLZLUeVjGvnw+3KRU6Xolhrt/j8JLQFSQntPlhmadjwGAn/1NLCACIttD4WHI2gidxzRvHPVYf2o9D2c8TLVFeVO/q8tdTO87HZ363InghfYhD8dQtiep1Spe+F1PPt92klX78vlxVzVbx/6FID8tp6tOs/v0blSo+OC3D9iUs4ljpcd4cv2TPLn+SSL9I+kZ05NbO93K0DZDPR6rJzgqdaEaExQdZ3FkOKD01pI5dY13vkrdofxyrDaICNTxxu29W/T7Y+3EIyFM+cCWU+yGpE7nD9P3wrYFsG2hMkIRlgjJQ9ifV0Z+mQG9Vk2XhJDznyPQ/mGx4ky9TyfY539/uvUkO08Us+zhYc3y36pbVDeeH/o8JouJXad3UWWuIjk0mb1n9vLo6kdZn72eN3a8wbA2w0gJSyHML8zjMfk6Seo8KL+smj++v9W54qu++U6Xg6hgPeQ1Q1uTC0kZqiR1v33jE0ldfFA81ZZq/DX+/D7190zvM/28nzYdPf4ig5pn5d91PRK4tns8w/6dwYnCKjYcPsPIrnFEB0STnpgOQFpiGgWVBXx/9Hve3/s++ZX5FFYXknkik8wTmfSK6cU1ydcQGxTLsNbDCNRdGnvJOpK6DupTgI2dgUrc/9f//9BrLr25Xb5Cc54+dWfsH/Qutw+8CWHKiEVOadVFXtlAKpXSy67vZKg4DX6hoNXz46aDAAzrGE2g/gJ/7oPsu3RUnq736TsGJFFYYeQ/a45wIK+cvNJqWjXjQj+dRkfvuN7Or9uEtOF3Ob/j8wOf896u93hv13toVBrGpIwhNjCWAG0AgdpA4oPiaRvalhB9CJtyNvHhbx9isBhoE9KGIF0QyaHJxAXGEeYXxui2o5vt5/EkSeo8aM2B01isNlqHB3BL3zZMrLXi8HLimGR7prkrdbX1ukP5FLv7Cxj9T6V650XJocl8M+4bEkMSL7pxdUGZI6lrvglGKpWKtE4x/G9jFuvtSd3ZYgJjmNhtIhO7TeR01WkOFh1kyaElLDu6TOl7V6AMhccGxnJPt3vw0/hxRewVdIro1Gw/h6scq1/bcxIjcMA+H3Fw68FejOrS56jUmc5aKOH4oBd5CS6GaApH5SuvxIDVamv6nt+12RM0q9XG97uUBRrXdL3IPG5Hpe7gj7BmDnS7GSJrFiGE+uv423Vd+H5XDieLqsgpqWrWpK4+/9f//0gMSWRr7lb2nNlDYXUh3x35rkHfW3saCUC4X7gkdeLitmcpLRFu7NWKaSN99w+Zp0U7GxB7uK3JhST2h9hukL8HflkMV93vvVgAjVpD27C2F31dQZmBf32v9DWMctcfPqsVjGXgf+GhirZRyhy5huwGEh0QTXRANFclXMUtnW5hxfEVbMzZyNGSo+RX5vPilhcBZXJz5q2ZPlv1ciR1KdYsjut0mFUQrAuWnSSayDEHa8HaY+SWVPOvm3sQ5Kd1/tty27/tS0RsiB8qlbKDyZkKY83cNjf65tds9uWWEajX1PuhrI5WvUEboOx1vHIW/PxvmPLjOfuItwoL4GRRFaeKq+mTrByzWm2cKKpEo1ZRUmVi4bpjVBjNxIb4M6h9FKO6xp07CmE2wKltoA+GMweV4eLE/i79fH4aPyZ3n8zk7pMB2Jyzmc25m6k0V1JtrqbcVE52eTbHSo9RaaokOTSZ4YnDiQ2MRafWUWGq4GDxQUoNpQScr3HzJUiSOg86XKAsK+8UF+zlSLyr2RoQX4hKBf0mw3ePwvb3vZ7UXcyJwkqe/Ho36w/XzHEZ2rGejczLC+DAD8qKX2M5FB6B+J7KJ2+LUTkeHAvl+dB2CITEQ+bz8POLcM/3SluE0weVXldmA4QmQPIQ0GiV1YdAucF87nXPQ6VS0S++n7P1yfdHvmdjzkaqzdX8fOpnyoxlvL/3ff7Y449N+wV5yNNL9wAQU32Mw/ZGt+3C28lE7Ca66YpWrNqXz77cMr7emU1KdBDTRnZyVu+bswrtC3QaNTHBfuSXGcgtqfZIUvffdccA+HNa+4tXQkMT4N6V8Nu3yhSVvF1Kt4Dx79Z5WatwZdg4u7hm2PhvS3axeMuJek+7cP0xnr6xK/cMToGqIti2CEqzYe9XUF63bx+3fQhdbnDpZ6ytf0J/+ie4lhi2RJLUedCRggoA2sVc3kldlLMBsReTOoAOI5X7wiPejeMiCsoMDH0xw/l1clQg8yf2pUOsfaLzmcPKyl5jOXx5n9I5vkFUcPM7SkIH8OndkDQQ9n1b92X+4ZB6A0NPF9JTNZCy6shG/yzXtbuO69pdB8Bjqx9j+bHlvLb9NbLLswn3Cyc+KJ5xHcb5TOUut1SZuJ5izWKBv/KH1peHiy8VqfGh/DBtGG+uOshLPx5g3urDpHeO5ehp5T3SE0mNr0sIDyC/zEB2SRU92rh3gv8vJ4r55UQxeo2aOwY0cIFPXDflljIUFlwLh35SqvrqmpWujr9l244ro1C7T5XwyVYlofPXqTFZbAzrGE1651g+3HScA3nlrNpfwD0Dk2HJ/UoHgtr0wTU99T65EyLaKs3iJ/wXgmOa9Du4XElS5yHVJgv59rlQbaMujUninhLlnFPnxeFXAL09KTJXg9UCF5nL5i1f7ahJ0l6Y0IMJvdsojYPPHIbti2Dda3W/ISwR4roDNtD6Kb351FrQ6MFmUfqtVRUqzy+5r+b7Ks/UJHQRKRDWBo6tgepi2Pk/WgNL/b7n8fIXgKb395t6xVSWH1sOwGcHPnMe31+4n5kDZqJV+8bbUQDVxJLPD0HKfsKjkkd5OaKW48ZerXjpxwNUm6yMm7vOedzTrXp8UUKoP7+Ae9qa1FJabeKu+ZsApU2MY/pLg7XuC7pA5f3h7UFKRa3LjdD/XkZ1TWbOigOs2JvHta+t4becUgCu75HA3Dt712nb0iYigCmLtlJcaYSd/6tJ6DqMUhrB975bSeoqTsP8kUovUcftpQ7KHrdqjfL+NvRRSL1eeW7dazD44Tpz/kQN33gXbYFqD1mF+vv+foWeFGV/U/Hq8CuAvlYfNWMF+Id6L5YLOFlU6Xw89orWyiTzT+5ShkVqC0+GmFRlP8iI5AuftLIQ3uitDIHUFhyvvLmO+Lvytakadn0KeXtg0zwlhsovgD838aeClLAUPr3hU/732/8I1gWTX5nPT1k/8emBT/n0wKfc1P7/27vv8KbKtw/g35N07wVtoYMWKC20bAq0IjJFlsgWZAkiS8AFCgLiwv0Koii4FfGnKMMBykYQoUApnUAp3XvvNON+/zhN2jKkpSNNzv25rl7Q5KR5vk2a3HnOM8ZjY8hGvRV3RASZALxh8jlOWlmiSC5HG8s26O/WXy/tMUbeztZ4aUwAfjqfitSCcpRVqTHMvy3aS2DLxJu5V5/KzGjiou5YXDZKKsX3n7mh91D4mJgBXUYDUbuBnFjxsotfA+Hfwr//IkzzH4L/xSl1BZ2PizXWjAkAUHfZFofqte0KyqtqdvYZuAx48PW692fTBlh6ThwGkvg3cPBFAFT9QRTi2nn/mwm49xT3ugWA9IvAwhMGse1jS+OirpmUVv9R2ZibNO3MJgOk7alLyivHy/ujMbF3e3T3cGj5hpiYA4KsevxZ6y3qCsrFVdtfGhMAC1M5UJBUU9D5DhHHwQ1YUrdIvRsrJ2DZBaA0E7B1BxJPiTtttOtV9zhTC6D3bABAilN/eB6Yh/vU54ADLwDt+4i/w4JE8fdo5SyOgTH/j/WvbhLgHIDX76t5UV97ai32X98PANh/fT8czR3xXL/n6p+rCVUo1dAQ8Ij8NJ62EccvjvYZfdfZyaxhFgzyxYJBvlCqNeLSGPbSK+iAWsuaFDXRsibVtMNcvJ2t7n0ZraFrgcJkwLmTWHSlXgCSTkH492O8afIFVvRfiIvm/VBekIVRfjawO1u9okCXh8SzBFVl8EwKx3jZdYSUXQMi/xJ/ru+Q29+fiTngFih+BU0VCzqNWlw8PnoP8O/HNQUdIK7Fd/0o0GnYveUzYlzUNRNtT512sLmUeThawdPJEin5Ffjqn0T8HpmBc2uGtfzgc0EQu/sVxYCy/O7H60l2ifjJXTfOKP+6+K9LF2D23nv/wdbO4hcAdB1/9+N9hyGNnNFeyAPObrv9MXur29XGT+w57HCfODGjbVdAO6NMowGKkoHsWCD+iPhmoSgBTC3xmnUbPG3bH2dVBXih4ip2xn6LGf6Pop1t+3vPeY+0f7MZcjkOW4tDJsZ1HNfi7ZAKU7kMHo7SHZripl2AuIl76oqqFysf7NeIMWlOvsCCQzXfE4nLnRzeCCE7Gu0itkA3H/xardsdrdnusC2ALbWGypaROX5JccKszne579qvU4BY6AUvBGL2iR86o/cC148Av60Enjhe91jGRV1z0XZ/21jwr9jMRIafF4Xgf2EpeO/QVeSUKJBR1LKLV9Y0xlos6m7a8Lo10a5L50kZwF+fAP9sEa9o4bX1bK0tMa7qJTws+wfLAythdv2wOMalwyDxxTXhhPiJOveK+AWIWw0BAATAuo1YvIHEcYy3IQBwATAGwE9ubXHB0gKH9s/DnND1YoHYgsoUagjQYJmr+GbY2c4XXZy6tGgbmHS0q+6pS8gphVKtgan8zltvXU4tRFRaMcoUKgzs6IzA9neeWKHt6XewbMJhP4IA+D0o/u2f/xyI3C2OhSsW92GFV4j4N55+URy7bGoBlOWgkkzxu2YATqqDEEm+SPgrAwMDS9GpbQMnD9q6Av2rxwN3GQNs7iF+ODyzFRi+oelyGgGuOJpJSaX4h2XLRR0AoK2dBZ4a1hm/Xc7AlawSxGUW66eo0+5sUFXW8vd9F8WVSiTnlSO1oBzL5b+g1/5fxFPFWu37tGh7rM1NkAZXbFU/gmM5dtj9/FewrN3zrFGLS6VkXhaXicm4DFg5AkWp4iDrsuyaY2Wm4t687fuIM+xs3cTjFKWA3BRQVmDEjd9wAeU4WnoDc74aA4x5H+g3v8XylilUsEAlEszEN8NZ/o+22H0z6fF3t4ODlSlyS6vwR2QGHu55+97pq1klmPzJGd1uJ6ZyAbueGIC+HW4/K72worqos2qGGeVmVkDIU+IXAFQWiUM5Og0XT6FWFovDMQQBIELoq4eQp1DW+RFv/BGLL+b2u/c2WDuLY4APrgZSztb/dkTipA8bV6Mei8cVRzPh06+35+9uiytZJYjNKMFQ/7ssiNkctOPQqlrX6deSSiUe3noaN3LLME72D54x2w0QAI9gcdxaYTIwcEmLtslULsNzD3bB2wevIDq9GCt/vIRPZ/WtOUAmF9e3snMXP8VrEQF58UBJhthbJzMRZ9fK//tvYUjpfLz584O4ZG6BApkMjhE/tGhRV6pQwUpegCpBgIwIYzs/0mL3zaTHxtwEE3t54IvTN3AhqeC2RV2VSoOVP1zSFXRudhbILK7Eozv+xfz7fPH4fR3Q1taizm0Kq0+/aicqNCsLe3FWqu77WuOUBQEvPxyI788m40xCzXqbR+Oy8fe1HNzXyeXeh+B0HCr+mxomfji097j1mPwEoLxALDYB4PDLQPwh4MFNLf5a2pK44mgm2qKOe+rq8nezwz6IK53rhVl1t3/uVcC5I5AeDnj0EycN6NHBqEzdml3BsriaK+b9IfZk6cmSBzqhXwcnzNjxL/6MzsLF5AL09HD478k/giD2yrncbfBMXe1s2iHAKQCx+bE4YWWJCVlRLbr0TJlCBXOzXFQBaKPWwNREemunsZbV08sBOA0cu5INhUoNc5O6z/W94WmIySiGo5Up/lx5P6zNTTDx439wJasEn5y4jm/OJOL/pvWEiUyAq50FfrmYhr+vifu3OjZHT10DjevRDv19nBD8xhEAQHsHS6QVVmDW5+cwvZ8n1o3tioScMnRsa/3fe9PezKUz4B0KJJ0Gvp8mvob3mQOoVeKuGNePAqf+7/a3vfYXF3Ws/p79MQJ/RGagQqkGwD11N/N3F2dKxlVPh29xZtWnX/98UfwCxPEgjx+4822aWUmlEs/vvgwAmBvSAVMzCoEMABN36LWg0+rXwQkju7rh98gMTPz4H/TycsCeJc2zF+oQzyGIzY/FUWsbTCjNEj9tN7A4vFelChUq3A8CANzIeE/PsNZjgK8TLE3lSMmvwO4LqZjZv+7SRFHpRQCAqX090dZO7JHb+UR/7DqbjE9PJqBUocKT31647c/u2EoWva+9Tt6bk4Iw6/NzAIAfwlLq7EQxe6A3Xnk4sH4/VBCA4RvF9e2yosSvC1/eepydhziGWlEMcQQvAQnHxCWbXLs1IlXrxRVHEyosr8LPF1PrXOblJN3ZXbcT4CZ2zyfklqFSqRaX7GhJFg63XpYRIZ4ybOCpgCuZJdh1LhnnbuSjnYMFqtSE+KwSlChU8HWxxiO92qNvB6f/HNQMALvOJQMAnFGER/M/gnnGefEKt+4Nak9zWja0E36v3hw8PLkQBWVVcGyG/TqHeg3FxxEf45iVOZ5q6wKHf1+BxsEL84Pmw9fet8nvr7aMohKoTcU30WA1L2PCml9bWwssG9oJ7/x5Bfsvpdcp6q5kluCbM0kA6hZoLjbmeGpYZ3RtZ4ctR+Oh0RBKFSpdTz8ATO3rAa9Wsui9TCZg39JQlFSqcF9nF7w5MQgv/BJ5y3E/nU/Fy+O61X8JMM9+wOz94ut35E/iVodWzuKXqSXQdx7QZ6742p57FbBrD2yqPsV99hNg/IdNF7IV4aKuCS38RvzEZCoX8H/TekImCBh5t42UJcbVzhyOVqYoKFciPrv0rgVPkxv0rDhLy6070P9J4G0fQFkmDqC1dUOVSoPdF1KRVVwJ3zbWGN+jnW7cR6VSjaziSvybkIcfwlIQnlyo+7ExN/U8RqQWISJVLBD6ejvip0UD7zh+5N+EfHgLmdhv9hLsE6vH+vWdD7T1b/r89yjA3Q5fzu2HeV+FARAHb/f3bfqlBPwc/dDBrgMSixNx3NoKyLsE5F1CmaIIHwzbetfbN0ZcQTRIpoGjWo2nivS8+wmTjAm92uP9Q1dx9kY+LqUU6taW21NrZxnfNreuSTkswBXDAmreX7QfkiuVapj9x0xafehRa7286cFe8G1jg5/Op6C7hz0m9fFA1/V/okKpRnhKAfxcbWFb3wX7fQeLX6HLAbVSHL978+usIABtqmexP7AGOP4GkH6pSXK1RlzUNaHo6q7yhwLdMbZ7u7scLU2CIKCLmy3+TcjH1aySli/qXLsC03fWfG/vCRQmoTzjCkrJQTf2Qyu7WIEFg3zwxelEvPfXFZRXqetc/2A3V4zs6oaiCiXMTWVo52CJ4gol/k3Ix2+X01FSqcL5pAKk5Ffc8ZNzdHoR3jb5CvZCubjY5+h3gY53WKRTj4b4t8VQ/7Y4GpfdbEWdIAj4/MHPcersB6gI/xoZJib42t4Op1L/RklVCWzN6r/QcUNdKtkDABhUXgGhPL/Z7oex2to7WOKRXu2x+0IqPjxyDZ9XzwytXZfVZ29Y7VmPFj/7cQ+CfZwQ7FMze9ffzRZxmSWYtO0MzOQyLH6gI6b284SLjdkt4wzvqD5DVbo9IhZ1mZeB428C96+qs7etMeCiromUV6lQVv2Gv3G8cZ6rbypO1aftam+lpjcOXkBhEtZ+exh7lDVr19mYm6BUocLrf8Ti3b+uQKGqWVrEzsIEoZ1c8MJD/vB2vv2uDg/3bI91YwPQdb2412l4SgEUKjWszU3qLOVSqlChd+lJDDYTx9QhdEWrLOi0OrvaVBd1zbfOX1urtpg4+FUgKwmU9A9OWVbhupkZ9h9bg5kjt9zTcgTZ5dmIyo1CmbIMba3awsXSBe7W7rCqXuLmXMY55GkiYEKEhYV6Gu/JJGvpkE745WIqjsRlIyqtCIHt7VFUvTTJ8mGd61/YGKjp/Tzx7l9XUValQpVag81HrmHzkWtwtjbDoWcG694zGoOI8Oa5Ksy06gqv8hjg+CZxd5xHPml8gFaEi7omklsiTiO3MJW1zFRyA2ZpKj7tbu710ocqMweYAbDViL2sbsjDG12TERIcjME/aJBVKdMVdON6tMN7U3rAzKR+n+yszExwv18bnLyagxU/XAIgbg105sWarW0SckqxyES7p6sAdH24qaI1C7+2Yk/Z1axmnr0skwPTd0JQlGD6tu543cwMb2Yex+ff9YOtTTuQAFiZWMHZ0hkeNh6YETAD3nbieCQNaXAq7RRKq0qRWJyIE6knEJMXc9u7MZeLg7gVavF066SSUnirVMD075s3H2O1+LhYY1yPdth3KR3bjl/HRzN7o6hC/NBr35SLCLdSc0N9MDfUB0SEdfuisO9SOsoUKuSVVeHcjTyMCnSvc3xFlRqXUwthIpeht5dDvZZGSS2owKd/J+FTrMX3fa4iJPZ1IGIX0O8JwKNl1wBtTlzUNZGc0pqtnVp8+ysDY2kmFkUVLVTUaTSEY1eyUViuRFZJJbycrKAh4HxiPvzjKjBDBjiiFEvke/GM6c8wSVADCcBZADl+o5Ay9EPI5WYIam/f4H18e3k64OTVHN33GUWVdZYuSElNwhhZgnjlc1fFdZ9aMT9Xsai7lt1CO3KY22L8xF3YcXwJskmJHI0COcU3bjns+7jv4WQhns4RICCvMu+WY9ys3eBt642s8ixklGVAoVboijkAsFQ4YklBKpR2HWBae+0txlrA46E+2HcpHb9HZuA9pbpmvTkJFHVagiDgtQlBeG1CEFbtjsCP51Px/E+X0d7BSncKOiW/HI/u+BepBeKeua883A0z+3tDfpfX5jPXta8JAlYl9MTf3SZCiPwRiP6FizpW18mrOfj0pLg/Z+3p2+z2LKvHfGiXfWlOpQoVHv8qDOdu3H6M1LMmNoAMGN/ZFN6pv8JEpQba9RYXtCzLRpvkg2iTvQ/oNQsgFYCGvcAuGOQDD0dLDPZroxuvV1KpgrmN+Dug+OMAgHSLzmhn0/aec7aUTm1tIAhAflkVcksVLfJ8t/IagP2P/o28qJ9QduA5lMhkEGbvR7lagZyKHPx09SfE5MUgv7LmMZYLcggQoCY1xnccj8l+k9G9TXfIBPEDBREhuzwbmuodOypVGnzw9odwMouAyt79tu1grDkFtbeHg5UpCsuVGPbeCWQWix0FUuipu51u7ewBpKJEocK4raewYVxXjO3eDo99flZX0AHA+n3ReOfPK3j9kSCM73H7sewqtQbb/07QfZ9aUIEy7+GwifwROLcdGLAEsG/5/aabAxd1TWD1z5d1mzL73GGMFathWb3IZHx2Kb44dQNphRVIyivH5D7tce5GAVQaDdaP7QqTJpjB9dnfCXUKOhOZAJWGAAAjurpihG0AELEXHRN/qD7AEph/SDz9d/oDcRXy45uAQxvEmVVe/YEha4B2vep1/7YWppjS17P6/yYoqVShuEKpK4Zcsk4BAHJdQ2EIU2sszeTwcrJCUl45rmaVtNiHGGtTa1j3mA3sfxogJWDbQdxqDMDEzhMRXxgPIoKa1CipKkGQSxAsTSyh1ChhJr91PI4gCHC1rpk5mJhbhgCZuGaW3LVri2RirDaZTMDC+33x9sErSCusKVrsJTqcZ1IfDyTllSMmowj/JuRj468x+PBoPPLLquDpZIkv5wZj0XcXEJ9dipJKFZ77MQKd29ogwN0OaYUVWL4rHHYWJhjR1Q1qjQbx2aVwsjZDfpnYA5rddiBsbFzFlQ9+XgDM/a3FFjpvTlzUNVJmUSUyiiohE8QJEg8F8af8u9H21B2Ny8bRuJr9QQ/HZun+P6RLWwzxb3zP1YWkAgDAy+O64rEB3tjx9w28dTAODwW6YdtjfYDzl4GIWjdwC6rZzqr3HODE2+I+plrX/hK/zO0Bl07i3qdFKYBroLiqed95gHuP27bF0VwAKsuhSvoXsOoJ5MVjQMlfAACN79BGZ20pfq62SMorx6lruQjp6NJydyyTAVYu4p6yZTm6ok4myODn6Hfbm9yuoLud7BIFugmJAADBvfWsD8ikZckDnWAml+F/YSm4kVsGuUyAj4s0OwpszE2wflxXEBFe+z0Wn5+6oSvInh3RBZ3a2uDQ0/ejUqnB4p0XcPxKDlb8EI7/LRyI7Seu6177j12pGf6ycnhnfHU6EQm5ZchWWcN39j7gs+Hia3xptrjloYHjoq6RLqWITxw/V1vMGthBv40xEFZmdT8NDfB1wr8JYm+adtbpsSvZjS7qiAhRaeIEiD7eTjCpnio/L7QDzLWTHTz719yg12NAz8dqNdRJ3KYr7QIgNwMsnYCwHUDCcUBRJF6uVXtVcxNLwKMv0HkkoCgRi8DCZBxRFMPUQgX8BvGrWiWZwjng/kZlbUkP92yHQzFZ+Pj4dcgEAc892KXl7ty6VlHXhLKKKhAqSxS/aUWLPjPpWTDIFwsG+YorKijUkh/SIwgCpvT1wOenasbS9vF21F1naSbHu1N6YNQHJ3E1qxQDNh3RTW4b1c0NB6MzAYhr/T0a7IXfIjKQkFuG3FIF4BsAzNojfpg3tbz1zg2QXou6kydP4p133sGFCxeQkZGBPXv2YMKECbrriQgbNmzAjh07UFhYiNDQUGzbtg2dO7fMtkH1YWdhimH+bdHZtfnWzzI2ljeto/TahEDYmJsiMa8MWcWVWPHDJcQ2wTZiaYUVKChXwkQmwM+tZkX2Ous4uXYDnroI2LrXbCFWW7tedU+1+o0CLn4FyEwBUytxA+vI3eKG0gWJ4qBbVQWQ+Lf4VYv2JIpaZga5pkp3+f9oOGa5ODQ6b0sZHeiOeaEF+PJ0IrafTEAXN1sE+zjB1c7i7jduLOvqnsG0izWbejeBstxkOAmlUEMGeVs+/cr0z8rMpGH7oRqxzm1t0cHZCqkFFVj8QEd43rRTk4uNOb6cG4znd0fo9hX3crLCxzN742p2CX65mIapfT1gKpfB2Ubsvc8rrX4N9gxu0SzNTa/PmLKyMvTo0QOPP/44Jk6ceMv1b7/9NrZs2YKvv/4aPj4+WLduHR588EHExMTAwqIF3kDqIaSTC0I6teApKCNgeVNPnbO1ORytzeBmb6HrWUvIKQMRNWomcVSaWBj6udr+9zpPzh3r/0PlJkC/BXUv83uw5v/jPwTOfSpuWSM3F8doeA0E2vfBC7/G40h8MWDdFt9OdEDkyV/wY1obVLXvjzkNnFWrTzKZgPVju+JIbDaS88vx1K5w+LaxxsEV99d7uZd7Zl3de3v0VSB4oVhUNwF5lrhtUZ5lB7Q1bR2vLYwxkVwm4MCK+6HUaGB3h90mgjzs8dtT92FXWAouJhVgZn8vyGQC/N3ssGZ0zeuE9sPnnvA0TOrjYXT7s+s1zUMPPYSHHnrottcRET744AO89NJLePhhce2ub775Bq6urti7dy+mT5/ekk1lTah2T51cJtSZ3dWhevxIXlkVum34E3NDOuDJ+zve02BhbYEY1JK7VpjbiFuR3YbGQYkcpAJlSoz6PgfAIJjIBHw/xvB6hgRBwLMj/fDJiQTEZhQjIacMv11Ox8TeHne8zWd/J+Dtg1fQsa0N7uvkjL4dnDCos0vDeiP6zQeidov//2a8OO7Rfyxg0+Y/b0ZEiE4vRnhyAQ7FZkOl1mBSbw9M6iO216ZAXMeu0C4ArX8OMmPSY2kmhyX+eyKDiVyGWQO8MWuA9x2PmdnfC79cTMWllEIs/u4Cvp3f/47HGqJWuz/GjRs3kJmZieHDh+sus7e3R//+/XHmzBk9tow1Vu2eOidrszprv9mYm+j2PiyvUuPj49dx31tHa60xVH+R1UVdYPum6c1prAWDfPFwz3bo5eWgu+zJwb51tssxJA/3bI8DKwbh2RHiJIWfL6beckxBWRWOX8nGwm/O47XfY1Gl1iA2oxg7/r6BJ7+9gLlfhDXsTr1DgFl7AQhAejjw20rg/QAgM+o/b/bJ8et4desOZP32GqbeeAkbUubDY99klP+6Coj7HZ2K/gUAKNoENqw9jDGD0tnVFt8t6A+ZAPx9LRdZ1UvHGItW2++YmSkObnR1da1zuaurq+6621EoFFAoahYULS7mLX9aG+2YBgDo3Nbmlut/WjQQ6YUViEorxtLvL6JEocLPF1MxsGP99hq9kVuG536K0M1+6tbS+8vegZ+rLTZPF8fnhSXm43BMFpY80EnPrWq8h4Lc8d6hqzgdnwe/tQdgbipDt3Z2yC2tQvwdFil2s7NAZnElziflo7xK1bDeuo5DgCdPAHF/ACfeBDRKIDUMcLt9QabRENz/fgH/Mz9065UXYoELn0I7Stekw8D6t4MxZpC6ezggwN0O0enFWLX7Mj6Y1hOOTbAVWWvQaou6e7Vp0yZs3LhR381g/8HfzQ5vTQpCUYUSU6vXcKvNVC6Dt7N19b6qvbH0+4uITi+u9xi7XyPSdQWdt7MVurq3jp662vp1cEK/DobZQ3ezjm1qllyoUmtQpdboZjMD4i4rI7q64vHQDujU1hYllUrYWpii3+uHkVOiQGxGiW42W7259xC/SjOBC1+Ja03dTnk+cs/txgSNWNCpOw6H3HcwzhXb45dTlxEk3EB/WSzaCXnYrh6Dpb0GNzQ+Y8wAPRTohuj0Ypy4moOJ2/7B4WcG33VXCkPQaos6NzdxDaqsrCy4u9esHZOVlYWePXve8XYvvvginnnmGd33xcXF8PS8tXBg+jWtn1e9jutevTVMbEYxfF78A36uNpjSxxOzBnrXncVai3Yh6LHd3fHBtJ5NsogxuzNBEPD+1B44HJuFJwb5okqlQXxOKZytzTGwozPsLEzqFOO21QOd/d1skVOiQHz2PRR1Wjbi6wRKbtN7r9GAtg9G28JkAMA/5oMQMutnAEAfDeGk7CrO5JXhSJUasRnFeGyAN0z5ucKYJCwd0gnHruTgQlIB1BpCbqmiZWbwN7NWW9T5+PjAzc0NR44c0RVxxcXFOHv2LBYvXnzH25mbm8PcXNrr+hgTTycrTO3rgR/Pi+O1rmaV4vU/YnEgKgMDfJ1RXKnE2tFd64zTyygSV2Mf1NmFC7oWMrG3R51JEv19736q3N1efAHNLlbc5cj/oN1arXZPHRFw4i0geg+EwmRUkRy71ENR2H0ZQqoPkctaeH09xlirIggCdszui0MxmXgoyP2Os2oNjV6LutLSUsTHx+u+v3HjBi5dugQnJyd4eXlh5cqVeO2119C5c2fdkibt2rWrs5YdM35vT+6BVaP8kVVciWNx2dh+MgEXkwtxMbkQANDFzQ6zBnhDoyH8GZ2Ja1niOC53e+NYTNJYtbEVP3zllDaiqKveVQJX/gBOvCPOgi1IAk69rzsklrwR13sDnht5+10nGGPS5GRtVu+zRoZCr0Xd+fPnMWTIEN332tOmc+bMwVdffYVVq1ahrKwMCxcuRGFhIe677z4cPHiw1axRx1qOi405XGzM0a2dPUYFumHOF2G6/RHX7Y3C/ktpSC2o0J16BYD2jlzUtWZtbZugp86jH2BmC1SVAMdeu+0h4dQFbzwS2Kg1DxljzBAIRET6bkRzKi4uhr29PYqKimBn1/oGzLN7U1KpxIHITLy4JxJqTd2nsJ+rDcZ1b4dlQzvxG3krdiAyA4t3XkRgezv89tSge/9BGRFA+HdARSEQ+aN4Wb8nENd+Ij77aS8uWQ/C4TXjmqTNjDHWUC1Zh7TaMXWM/RdbC1NM7eeJAb7OyCmtxKRt4tqFY7q7Y+ujvbiYMwA+1bNmo9KKcSgmCyO6ut7lFnegnQkLiOvYpV0ARmzEmbBs7FYPRne71rGkDWOMNTceRc4MmpezFfp4O+HtSd0xuY8H3pncnQs6A+HvZoc5A8WV35/fHYH06tPpjdJ3HvDwVvx5rQQbfxV3iaioUjf+5zLGmAHgoo4Zhan9PPHulB68AbaBWTumK7p72KOwXInlu8KhUmua5OfuuZim+38o783MGJMILuoYY3pjZiLDh4/2go25Cc4nFSAssaDRP7NSqcbJazkAgNkDvbFsqOHv2sEYY/XBRR1jTK+8na11++E2xSnYfxPyUF6lhpudBTaO7wYXG163kjEmDVzUMcb0Tlt45TZmzbpqh2PFhYiHBbTl8ZWMMUnhoo4xpncuNuJm2o0t6ogIR2KzAQDDA+5xNi1jjBkoLuoYY3pX01NX1aifE51ejIyiSliayjGw4923KmOMMWPCRR1jTO+0Rd217BLUdz30/LIqRKUVQVNr8WntBIn7OrvAwlR+p5syxphR4vUfGGN617eDI+QyAVFpxXjmxwi8N6UHZLJbx8OpNYR/rudi57/JOBybBVV1QfdosCeS88txOj4PABDKvXSMMQnioo4xpnfeztZ4aUwAXv0tBnvC02BhKsfL47vC3ETsbQtPLsCbB+JwI7cM2SW3jrvbdS5F938zuQxD/Xk8HWNMerioY4y1CvNCfWBnYYpnf4rArnPJSMwtwyA/F+w4mYCCcqXuOEtTOSb0aoc5IR2w6Y84nLiag15eDpgR7AUvJyt4OVvB3d5Sj0kYY0w/BKrvABYD1ZIb6TLGGu9/Ycl4aW8UlOpbX5o+mNYT93V20Y3BKyyvwvWcMvTxdmzpZjLGWL20ZB3CPXWMsVZlWj8vuNiYY+n3F6HRAO0cLDA8wBUz+nvBt41NnWMdrMzQx9tMTy1ljLHWhYs6xlirMyzAFWdfHA6FWo22thb6bg5jjBkELuoYY62SvZUpAFN9N4MxxgwGr1PHGGOMMWYEuKhjjDHGGDMCXNQxxhhjjBkBLuoYY4wxxowAF3WMMcYYY0aAizrGGGOMMSPARR1jjDHGmBHgoo4xxhhjzAhwUccYY4wxZgS4qGOMMcYYMwJc1DHGGGOMGQEu6hhjjDHGjAAXdYwxxhhjRsBE3w1obkQEACguLtZzSxhjjDEmNdr6Q1uPNCejL+pKSkoAAJ6ennpuCWOMMcakqqSkBPb29s16HwK1ROmoRxqNBunp6bC1tYUgCADEqtnT0xMpKSmws7PTcwubF2c1TlLKCkgnr1Ryakkpr1SySiWnVn3yEhFKSkrQrl07yGTNO+rN6HvqZDIZPDw8bnudnZ2dJJ50AGc1VlLKCkgnr1Ryakkpr1SySiWn1t3yNncPnRZPlGCMMcYYMwJc1DHGGGOMGQFJFnXm5ubYsGEDzM3N9d2UZsdZjZOUsgLSySuVnFpSyiuVrFLJqdXa8hr9RAnGGGOMMSmQZE8dY4wxxpix4aKOMcYYY8wIcFHHGGOMMWYEuKhjjDHGGDMCXNQxxhhjjBkBLuqY5F2/fh0XL17UdzNYM9FoNPpuQovIyspCenq6vpvBmoFUFqlISUnB1atX9d0Mg8ZFXQNcuXIFa9euxZw5c/DBBx8gIiJC301qNjk5OSgsLNR3M5rdpUuX0Lt3b8kUdVJ6DhcVFQEQtwo09sIuPDwcwcHBiIuL03dTml1iYiJ27NiBLVu24MCBA/puTrPKz88HAAiCYPSFXXh4OPr27YvIyEh9N6XZxcfH45133sHq1avx7bffIjc3t8l+Nhd19RQdHY0BAwbg6tWrsLCwwHvvvYf58+dj+/bt+m5ak4uJiYGnpycWLVqEkpISfTen2URERCA0NBQLFizAggUL9N2cZie157C3tzfeeOMNAMZd2EVERGDQoEF45JFHMHToUH03p1lFRkaif//+2LVrF/bs2YOxY8di9uzZOHfunL6b1uRiYmLg6uqKlStXAjDuwk77HJ45cyYmTZqk7+Y0q6ioKAwYMADHjh1DfHw8FixYgGnTpuHXX39tmjsgdlclJSU0cuRIWr16te6ypKQkcnR0JDc3N9q0aZMeW9e0MjIyaODAgTRkyBBycnKi6dOnU3Fxsb6b1eSuXLlC5ubm9NJLLxERUVVVFf3666/02Wef0W+//UalpaV6bmHTktJzOCUlhXr16kV+fn7k5ORUJ5tardZjy5peVFQU2dra0gsvvEBERCqVisLDw+n06dMUFRWl59Y1rdzcXOrRowetXbtWd9kff/xBMpmMxo0bR0ePHtVj65pWWloaBQcHU+/evcna2ppWrlypu06j0eixZU0vNjaWrKysaM2aNUREpFQq6cSJE7R37146ffq0nlvXtAoKCigkJESXlYgoMjKS5HI59enTh7755ptG34dJ05SGxk0QBBQUFKBXr14AgIqKCnh5eWHo0KEoLCzEr7/+il69euHBBx/Uc0sbh4gQHh4OHx8fPP3001AqlRg9ejQWLlyI7du3w9bWVt9NbBIqlQpbt26FjY0NevfuDQCYMGECUlNTUVRUhJSUFEyZMgUvvPACevbsqd/GNhGpPIc1Gg1+/vln+Pj4YNmyZTh37pyut+6FF17Q9djJZIZ/kkKhUGDWrFmwsbHBihUrAACTJ09GUlISkpKSoFAosGHDBjz//PN6bmnTKCwshImJCWbMmAEiglKpRM+ePREQEICwsDBs3boVPXv2hKOjo76b2ihEhGPHjsHb2xsrV65EUlIS5s2bB0EQ8P777+t67ARB0HdTG62qqgovvPACbGxsMGHCBADAxIkTkZycjIyMDBQUFGDx4sVYt24dXFxc9NvYJqBUKlFRUYGRI0dCo9GgsrIS/v7+CAkJQUlJCb799lv06dMHXbt2vfc7aXRZaOQ0Gg1lZGSQm5sb/d///Z/u8uTkZOrWrRt99dVXFBQURE8++aT+GtmEsrKy6nziPXXqFDk4OND06dOpqKhId7mhf1qMi4ujJ554ggYMGECenp40evRoiomJofLycjp79iy5u7vTvHnz9N3MJiG15/DVq1fp+++/JyKi/Px82rRpE9nZ2Rllj92xY8eoS5cuNH36dOrduzeNHDmS/v77bwoLC6MtW7aQIAi0bds2fTezSYSHh5MgCHTkyBHdZfHx8TRq1CjauXMnCYJA27dv12MLm05SUhLt27dP9/3OnTvJ3NzcKHvswsLCaOTIkTRq1Cjy9/enUaNG0YULFygxMZH2799PpqamujMqhu769etkYWFBP/74o+6yxMRE6t+/P+3cuZMcHBzolVdeadR9cFFXT++99x4JgkBPPPEErV+/nmxsbGjhwoVERPTDDz+Qr68v5efnG8WbhTaD9t/Tp0/rCrvi4mKqqqqibdu20eHDh/XZzEaLjY2lmTNn0pgxYyguLq7OdXv27CGZTEbXrl3TU+uanpSew7Xf8HJycujNN9+sU9ipVCrav38/5eTk6KuJjVI737Fjx8jNzY0GDx5M6enpdY579tlnKSgoiPLy8gy+CFAqlTRr1izq1KkTbd26lXbt2kWOjo60ZMkSIiJauXIlTZ8+nZRKpcFnJar7GKtUKvr+++/J3Nycnn76aSISfx/fffcdRUZG6quJTSYsLIxCQkJoxIgRdOPGjTrXbd68mdq0aUNpaWlG8bg+/fTTZG5uThs2bKAtW7aQvb297gP1O++8Q6GhoVRWVnbPWfn0620kJibizJkzyMrKwgMPPIDOnTvjmWeegbW1NXbs2AFnZ2e89NJLWL16NQBxKQEHBweD7PavnXXIkCHo1KkTrK2toVKpYGIiPj1CQkLwxx9/YPTo0XjyySdhaWmJ7777DjExMXpuff3d/Jh27NgR/v7+ePnllxEfHw9fX18A0J3WUCqV6NKlC9q0aaPnlt8bKT2H09PTkZaWhry8PAwfPhwymQwymUz3HHZxccHjjz8OAHjjjTdARMjLy8PmzZuRnJys59Y3TO2sw4YNAwA88MAD+O233xATE3PL89XCwgJWVlZwdHQ0uNN1tbOOGDECJiYmWL16NT766CNs2LABbm5uWLJkCV577TUA4mzngoIC3euWIUlJSUFsbCxycnIwYsQIODg4wMzMTPcclsvlmDJlCgBg3rx5AAC1Wo1t27YhPj5en01vsNpZhw8fDnt7e/Tt2xeffvoprly5Ag8PDwA1r8WCIMDd3R3Ozs4G9xy++XF1cnLCK6+8Ajs7O3zzzTdwdXXFM888g/Xr1wOome1sZWV173faZOWnkbh8+TK5uLjQoEGDyMHBgbp160aTJ0+mrKwsIiIqLi6mysrKOrdZtmwZTZkyhSoqKgzqk8TNWQMDA2nSpEmUnZ1NROInwdpOnDhBgiCQk5MTXbhwQR9Nvie3yzlx4kTKzMwkIiKFQnHLbZ577jkaNWqUQU4SkdJzOCIigjw9Palr165kYmJCvXr1om3btlFJSQkRiT0cWjk5ObRp0yYSBIEcHR0pLCxMX82+J7fL+tFHH+mGRVRVVd1ym0WLFtHjjz9OCoXCoB/Xnj170vbt26m8vJyIiFJTU+v0Smo0Gpo9ezatXr2aNBqNwWV1dXWl3r17k5mZGXXr1o2ef/55KigoIKK6z2GVSkXffvutQT+Hb8767LPPUl5eHhHd/jm8YsUKmjx5MpWVlbV0cxvl5qwBAQG0evVq3eOak5Oj+7/WwoULacGCBVRVVXXPz2Eu6mopLS2l++67j5YtW0YVFRWkVCpp+/btdN9991FQUBBlZGQQUc1pydjYWFq5ciXZ2dnR5cuX9dn0BrtT1kGDBlH37t11BY/2BUWhUNCiRYvI1taWoqOj9dn0BqlvTq2YmBhau3Yt2dnZGeRpDSk9h3NycnQvlDdu3KDs7Gx69NFHqX///rRy5UpdQV77dPKsWbPIzs7OoJ7DRPXPqpWenk7r1q0jR0dHo8nar18/WrlyJRUWFtY5/vr167RmzRpycHCgmJgYPbX63hQWFlLv3r11hU1FRQW9+OKLFBISQg8//LCu2NG+DqvVapo/fz7Z2dkZbVathIQEWrduHTk4OBjcTO47ZR04cCCNHz+ecnNziajmFPu1a9do1apVZGdn1+isXNTVkpOTQ/7+/vTzzz/rLlMqlXT06FEKDQ2lkJAQys/PJyJxavLmzZvpgQceoPDwcD21+N41JKtGo6GzZ89St27d6Ny5c/pq8j1pSM74+Hh68MEHqVOnTgb5mBJJ6zkcGRlJHTp0oIiICN1lCoWC1q9fT8HBwbR27VqqqKggIvE5/O2335Krq6tB9TJrNSTruXPnaMqUKeTh4WH0j2tOTg4tWrSIunTpQhcvXtRXk+/ZjRs3yNfXl44fP667TKFQ0BdffEEDBw6kmTNn6gp2jUZDf/zxB/n4+BhcDx1Rw7JGRkbS+PHjqUOHDgb5HP6vrAMGDKAZM2bosubl5dFLL71Effv2bZLnMBd1tVRVVdGAAQPo2WefrXO5RqOh33//nYKDg2njxo266jo3N1f3BmloGpq1uLj4lk9ShqChOcPDwykpKUkfTW0SUnoOX7lyhXx8fOjXX38loprhAkqlkp5//nnq2bMnnTx5Und8QkICJSYm6qWtjdWQrCkpKfTTTz9RfHy83trbGA19XK9fv06pqal6aWtj5eTkUGBgIH344YdEVNNzo1ar6aOPPqLevXvXWbssMzNT19tuaBqStby8nI4cOUIJCQl6a29jNPRxTUtL0w2PaSwu6mpRq9X03HPPUXBwcJ0XDa2FCxdSaGioQY3XuJP6ZjV0UnpMiaSVt7Kykvr27Utjx47VnZ7SFgAajYaCgoJo9uzZuu8NWX2yzpo1S59NbDINeVwNXVVVFU2aNIlCQkJu+4Fj5MiRNGbMGD20rOnVJ+vo0aP10LKmp8/H1fBX4GxCMpkMa9euRXl5OVatWoULFy5ArVbrrh82bBgKCgqMYk/U+mYtKCjQYysbT0qPKSCdvBqNBubm5vjyyy9x8uRJLF68GABgYmKimzU3fvx4ZGdnA4DBzZqrrb5Zc3Jy9NzSxmvo42rIiAimpqb4+OOPcf36dSxfvhzZ2dl1tgIbN24ccnNzUVlZqceWNl59s+bl5Ukma3M9rlzU1VJVVQUHBwccO3YMubm5eOqpp/DLL79AqVSCiPD333/D2dkZ5ubm+m5qo0klq1Ryakklr0wmg1qtRmBgIL7++mvs2rULs2fPRlZWlu6YGzduwNHRsU5Ra4g4q3FmFQQBVVVVaNu2LQ4ePIizZ8/isccew/nz53XZLl26BGdnZ4PfAYWztlxWgchIdwiuB6q11YparYZcLkd6ejoqKyvh5OSEqVOnIicnB1lZWQgMDERYWBiOHTtmcFtH0U1byhhrVqnk1JJa3tq063eVlpZCoVDg0qVLmDFjBry9veHk5ARnZ2fs27cPZ86cQVBQkL6b2yic1Tizav9e8/LyUFVVhYqKCjz00EOwsbGBSqWCr68vjhw5glOnTqF79+76bm6jcNaWy2rYJfE9KC4uRkFBATIzMyEIAjQaDVQqFeRyOZKSktCvXz/8/vvvcHBwwJ49e7BlyxY89dRTmDZtGsLCwgzqzVClUgGArtvXWLNKJaeWlPLe/JmTiHRv/ImJifDz80NYWBiGDRuG6OhojB49Gu3bt0fbtm1x7tw5g3rj56zGmfV2tG/8iYmJ6N69O44cOQJfX1+EhYVh5cqVGDFiBPr164ewsDCjKXI4awtlbZaReq1UVFQUDRo0iHr16kVt2rShP//8U3ddSkoK2djY0JNPPkkajcbgt0qKiYmhxYsX0+TJk2n58uX0zz//6K5LTU0la2tro8gqlZxaUsobFxdH69atozlz5tCOHTsoNjZWd11SUhI5OzvT/PnzSaPR6AbU155lZkg4q8jYsmZmZtKVK1due11KSgo5ODjQE088YRR/r5xVpO+skumpi4uLw+DBgzFgwAA8//zzeOSRR7Bs2TKUlJQAANLS0rBkyRJ89NFHEATBoM/rR0dHIzQ0FESENm3aICsrC/fffz8+++wzlJeXIzMzE0uXLsXHH39s0FmlklNLSnljYmLQv39/xMTE4Nq1a/jss88wYsQIHD58GACwd+9ezJo1Czt27IAgCJDL5XVub0gTIzircWaNjY1FcHAw1q1bh+jo6FuuP3/+PObPn49PP/3U4P9eOWsNvWdt0RJST5RKJc2ePbvONPhDhw7RxIkTKT8/n5KTk/XYuqZVWVlJkyZNoqeeekp3WXp6Ovn7+5OZmRm9++67RGQcSzxIIaeWlPKqVCp67LHHaObMmbrLwsPDacGCBSSXy+mvv/7SHWfoOKtxZk1LS6OQkBDq0aMHBQcH0/z582/ZoeZ2W2IZIs7aurIabrncACqVCjdu3NBt2g4Ap06dwrFjxzBo0CAEBQVh48aNUCgUemxl01Aqlbh27Rq6desGQMzu7u6O0NBQDB8+HM8//zx+//13g/rEeztSyaklpbwajQYpKSnw9PTUXdazZ0+88cYbeOKJJ/Dwww/j33//vaUXxxBxVuPMGhcXB1tbW3z99ddYsmQJwsPD8cEHHyAqKkp3jKmpqR5b2HQ4ayvLqteSsgUtX76cbG1t6aOPPqKlS5eSpaUl7dq1i8LDw2nnzp0kCAL98ssv+m5mo1VVVdG4ceNo/vz5uo2+ExMTycXFhf766y+aO3cuhYaGGtzmyDeTSk4tqeVdunQpDRw48JbdLpKTk2nSpEk0evRo3e/B0HFW48taUVFRZ7zrF198Qb1796b58+fX2WPZUMcK1sZZW1dWo+6p02g0uv+vWLECs2fPxpkzZ3DmzBm88sormD59Onr27IkZM2YgJCQEf/31lx5b2zjarKamproZY2PHjsWaNWvQrVs3TJ48GSNGjMCDDz6ItLQ0KJVKPbf43kglp5bU8mrdf//9qKysxJdffqkb9woAnp6eGDduHC5duoSioiI9trDpcFbjy2phYYEBAwbovp83bx6WL1+O8PBwbN68Wdez8+qrr+Ly5csGPcaMs7aurCYtfo8toLCwEA4ODrqFLOVyOXx9fbF161ZUVlZi8ODBcHNzAyBOQSYimJubw8fHR88tb7jaWbVLAqxYsQKOjo44evQorl69itdffx0rVqwAAJibm8POzk7PrW44qeTUklLe9PR0XLx4EVVVVfDy8kLfvn0xdepUHD9+HDt27IClpSWmTZsGJycnAEC/fv1gZWVVpygwFJzV+LN6e3ujT58+EAQBJG7FCZlMhjlz5gAAtmzZgs2bN6O4uBi7d+/G5MmT9dz6huGsrTxri/cNNrOYmBjy8fGhdevW6S67eeDt/PnzacyYMXTjxg3Kzc2lDRs2UPv27enatWst3dxGuV1WhUJR55ibB20uWrSIRo4cSeXl5S3SxqYglZxaUsp7+fJl8vX1peDgYHJxcaG+ffvSrl27dNfPnTuXgoKCaOXKlRQfH085OTm0atUq8vPzo9zcXD22vOE4q3Sy/vTTT3WOqX0a7vPPPydTU1Oyt7en8PDwFm5t43DW1p/VqIq65ORk6tmzJ3Xu3JkCAwNp48aNuutq//K/++47Gjx4MJmZmdGAAQPIy8uLLl68qI8m37P/yqrd/Jqo5tz+6dOnaenSpWRnZ0cREREt3t57JZWcWlLKGx8fTx4eHrRq1SoqLCyk8+fP05w5c+jxxx+nyspK3XEbN26kQYMGkSAI1KdPH3JzczO4v1fOKr2sKpWqzmx07bp7y5cvJ0dHR4qKitJjyxuOsxpGVqMp6jQaDb311ls0evRo+uuvv2jDhg3k7+9f502xdu9GZGQkff755/Tzzz9TUlKSPpp8z+qTtXbvpFqtpn379tHAgQPp0qVL+mjyPZFKTi0p5VUoFPTMM8/Q1KlT6/RCfv755+Ts7HxLb01ubi4dOHCATp06RSkpKS3d3EbhrJxV69y5cyQIAoWFhbVkUxuNsxpOVqMZUycIAmbPng1XV1eMGDECPXr0AADs2rULRIQNGzbA1NQUSqUSpqamCAwMRGBgoJ5bfW/qk1Uul0Oj0UAmk0Emk2H8+PEYMmQIbG1t9dz6+pNKTi0p5dVoNPDw8EBAQADMzMx0+9iGhITAxsZGN+FDm9XZ2RmjRo3Sc6vvDWeVdtba+vXrh/z8fDg4OLR8gxuBsxpQVn1Vky0hPT1d19vx8ssv6y7fs2ePUSxwWZtUskolp5Yx501ISND9X3s6IyMjgzp16lRnQXBDOyV3O5yVs958nKHhrIaR1aB76jIyMpCSkoKCggIMHz5ct2ilRqOBIAhwd3fHwoULAQA//PADiAhFRUXYvHkzUlNT0a5dO302v0GkklUqObWklFebNT8/HyNHjtTNNtfOUAeAoqIiFBQU6G6zfv16bN26FdeuXYOTk5PBLK7MWTmrFmdt/Ywqq35rynsXERFB3t7e5OfnR/b29uTv70/ff/895eXlEZE43khbOaenp9P69etJEARydHSk8+fP67PpDSaVrFLJqSWlvHfLqs155coVatOmDeXn59Orr75KlpaWnLUV46yclbO2LgZZ1GVnZ5O/vz+tWbOGrl+/TmlpaTRt2jQKCAigDRs2UHZ2NhHV7Q6dNWsW2dnZUXR0tL6afU+kklUqObWklLe+WYmIsrKyqFevXjRt2jQyMzNrlS+a/4WzclbOajiMMatBFnXR0dHUoUOHW36pq1evpqCgIHr77bfrbJf02WefkYODg0GO4ZBKVqnk1JJS3oZkjYmJIUEQyNLS0uDWtSLirESclbMaDmPMapBF3aVLl8jDw4NOnjxJRFRnwdXly5eTj49PnTW7MjMz6wx8NCRSySqVnFpSytuQrBkZGbR06VKKjY3VS1sbi7OKOCtnNQTGmFUgItL3uL57ERwcDBsbGxw9ehQAoFAoYG5uDkCcXtypUyfs2rWrzkBHQyWVrFLJqSWlvPXNCgCVlZWwsLDQW1sbi7NyVs5qOIwtq0HsrFtWVoaSkhIUFxfrLvv0008RHR2NGTNmABD3vlSpVADETaPLysoAwODeDKWSVSo5taSUtzFZAbT6F83aOCtnBTiroZBC1lZf1MXExGDixIkYPHgwAgICsHPnTgBAQEAANm/ejEOHDmHKlClQKpWQycQ42dnZsLa2hkqlgiF1REolq1RyakkpL2flrJyVs7ZGksmqn7O+9RMdHU3Ozs709NNP086dO+mZZ54hU1NT3WDxsrIy2r9/P3l4eJC/vz9NmDCBpk6dStbW1hQZGann1jeMVLJKJaeWlPJyVs7KWQ0HZzXOrK12TF1+fj4effRR+Pv7Y/PmzbrLhwwZgqCgIGzZskV3WUlJCV577TXk5+fDwsICixcvRteuXfXR7HsilaxSyaklpbyclbNyVs7aGkkpKwC02h0llEolCgsLMXnyZAA1ewX6+PggPz8fAEDi7F3Y2trirbfeqnOcIZFKVqnk1JJSXs7KWTmr4eCsxpkVaMVj6lxdXfHdd99h0KBBAMTtOgCgffv2ul+0IAiQyWR1Bj22mq06GkAqWaWSU0tKeTkrZ+WshoOzGmdWoBUXdQDQuXNnAGLFbGpqCkCsqLOzs3XHbNq0CZ999plutoqhPhBSySqVnFpSystZOStnNRyc1TizttrTr7XJZDIQke6XrK2u169fj9deew3h4eEwMTGIKHcllaxSyaklpbyclbMaOs7KWQ1Vq+6pq007n8PExASenp5499138fbbb+P8+fPo0aOHnlvXtKSSVSo5taSUl7NyVkPHWTmrITKYklRbUZuammLHjh2ws7PDqVOn0Lt3bz23rOlJJatUcmpJKS9n5ayGjrNyVoPUtCukNL+wsDASBIGio6P13ZRmJ5WsUsmpJaW8nNU4cVbjxFkNX6tdp+6/lJWVwdraWt/NaBFSySqVnFpSystZjRNnNU6c1bAZZFHHGGOMMcbqMpiJEowxxhhj7M64qGOMMcYYMwJc1DHGGGOMGQEu6hhjjDHGjAAXdYwxxhhjRoCLOsYYY4wxI8BFHWOMMcaYEeCijjFm9ObOnQtBECAIAkxNTeHq6ooRI0bgiy++gEajqffP+eqrr+Dg4NB8DWWMsUbgoo4xJgmjRo1CRkYGEhMTceDAAQwZMgQrVqzA2LFjoVKp9N08xhhrNC7qGGOSYG5uDjc3N7Rv3x69e/fGmjVrsG/fPhw4cABfffUVAOD9999HUFAQrK2t4enpiSVLlqC0tBQAcPz4ccybNw9FRUW6Xr+XX34ZAKBQKPDcc8+hffv2sLa2Rv/+/XH8+HH9BGWMSRYXdYwxyRo6dCh69OiBX375BQAgk8mwZcsWREdH4+uvv8bRo0exatUqAEBISAg++OAD2NnZISMjAxkZGXjuuecAAMuWLcOZM2fwww8/4PLly5gyZQpGjRqFa9eu6S0bY0x6eO9XxpjRmzt3LgoLC7F3795brps+fTouX76MmJiYW67bvXs3Fi1ahNzcXADimLqVK1eisLBQd0xycjJ8fX2RnJyMdu3a6S4fPnw4goOD8cYbbzR5HsYYux0TfTeAMcb0iYggCAIA4PDhw9i0aRPi4uJQXFwMlUqFyspKlJeXw8rK6ra3j4yMhFqthp+fX53LFQoFnJ2dm739jDGmxUUdY0zSYmNj4ePjg8TERIwdOxaLFy/G66+/DicnJ5w6dQrz589HVVXVHYu60tJSyOVyXLhwAXK5vM51NjY2LRGBMcYAcFHHGJOwo0ePIjIyEk8//TQuXLgAjUaD9957DzKZONz4xx9/rHO8mZkZ1Gp1nct69eoFtVqN7OxsDBo0qMXazhhjN+OijjEmCQqFApmZmVCr1cjKysLBgwexadMmjB07FrNnz0ZUVBSUSiU+/PBDjBs3DqdPn8Ynn3xS52d06NABpaWlOHLkCHr06AErKyv4+flh5syZmD17Nt577z306tULOTk5OHLkCLp3744xY8boKTFjTGp49itjTBIOHjwId3d3dOjQAaNGjcKxY8ewZcsW7Nu3D3K5HD169MD777+Pt956C4GBgdi5cyc2bdpU52eEhIRg0aJFmDZtGtq0aYO3334bAPDll19i9uzZePbZZ9GlSxdMmDABYWFh8PLy0kdUxphE8exXxhhjjDEjwD11jDHGGGNGgIs6xhhjjDEjwEUdY4wxxpgR4KKOMcYYY8wIcFHHGGOMMWYEuKhjjDHGGDMCXNQxxhhjjBkBLuoYY4wxxowAF3WMMcYYY0aAizrGGGOMMSPARR1jjDHGmBHgoo4xxhhjzAj8P9PSzx8uNQl9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_df = [MA_vol_50, MA_vol_100, MA_vol_250]\n",
    "\n",
    "for data in zip(list_df):\n",
    "    \n",
    "    data = data[0]\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # daily return of selected date range\n",
    "    plt.plot(daily_log_r[data.first_valid_index():data.index[-1]],\n",
    "                 marker='.', markersize = 3, \n",
    "                 color = 'b',linestyle='None')\n",
    "    \n",
    "    upper_bound = 2*data[data.first_valid_index():data.index[-1]];\n",
    "    lower_bound = -upper_bound;\n",
    "    \n",
    "    ax.plot(upper_bound, color = 'r')\n",
    "    ax.plot(lower_bound, color = 'r')\n",
    "    ax.fill_between(upper_bound.index, upper_bound['sp500'], \n",
    "                    lower_bound['sp500'], color = '#DBEEF3')\n",
    "    ax.axhline(y=0, color='k', linestyle='-')\n",
    "    \n",
    "    ax.set_ylabel('Daily log return')\n",
    "    plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "    plt.tight_layout()\n",
    "\n",
    "#%% squared root of time\n",
    "\n",
    "# plot daily log returns\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Moving average volatility\n",
    "ax.plot(MA_vol_50*np.sqrt(250)*100,  label = 'Window = 50')\n",
    "ax.plot(MA_vol_100*np.sqrt(250)*100, label = 'Window = 100')\n",
    "ax.plot(MA_vol_250*np.sqrt(250)*100, label = 'Window = 250')\n",
    "ax.set_xlabel(\"Date\")\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "ax.set_ylabel(\"MA annualized volatility, %\")\n",
    "fig.tight_layout() \n",
    "plt.legend(loc='upper left')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
